{"schemaVersion":"sd-question-publication-audit/1.0","reviewedAt":"2026-10-13T20:01:04.563Z","summary":{"records":664,"products":81,"wordingChanges":126,"independentStudies":628,"protocols":10,"scopeRequirements":9,"mergedAliases":17,"publish":0,"conditional":628,"mergeReclassify":36,"duplicateGroups":14,"validationRestrictionsPreserved":14},"publicationDecisions":{"publish":"Answerable using verified, adequately documented question-specific evidence.","conditional_custom_scope":"Useful study requiring scope agreement and additional field, join, city or validation evidence.","merge_reclassify":"Duplicate alias, supporting research protocol or data-scope requirement; stable ID retained."},"sourceScope":"Reconciles all 664 current question IDs and all 81 dataset profiles. Publication decisions do not certify a future extract, pricing match or city-wide dataset.","earlierProductReview":{"document":"Striped_Donkey_80_Question_Review.docx","date":"2026-09-29","sha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","productsReviewed":80,"broaderResearchCollectionExcluded":true,"comparison":"All 80 primary questions, study designs and starting prices match the supplied review; telecom research-21 is the later 81st addition."},"questions":[{"questionId":"health-1","sector":"health","lens":"research","originalWording":"Which age groups and households use different types of healthcare?","wording":"Which age groups and households use different types of healthcare?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-10","general-10"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Residents with a defined observation interval, dated age and household membership; care-setting availability must be established.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-1"},"unit":{"definition":"observable_resident_period","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-1"},"outcome":{"definition":"Recorded encounter frequency and care-setting mix by age and household group.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-1","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Start of each declared observation interval; classify age and household state at the relevant encounter or person-period date.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-1"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use age and household relationships valid at each observation date; later household states must not replace historical context.","censoringAndMissingness":"Count only documented observation time; preserve incomplete follow-up and unknown setting or household values.","denominator":"Observed resident-time in each age and household group; report encounter and distinct-user counts separately."},"sourceConcepts":[{"concept":"Dated care encounters and settings","status":"required_unverified_for_question"},{"concept":"Age at observation","status":"required_unverified_for_question"},{"concept":"Dated household membership","status":"required_unverified_for_question"},{"concept":"Eligible residents and observation time","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Residents with a defined observation interval, dated age and household membership; care-setting availability must be established.","unit":"observable_resident_period","anchor":"Start of each declared observation interval; classify age and household state at the relevant encounter or person-period date.","measure":"Recorded encounter frequency and care-setting mix by age and household group."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A resident roster and observation coverage are required to include non-users in denominators.","Recorded care use does not establish underlying need, complete access or real-world population prevalence.","Exact field mappings and extract observation bounds remain unverified."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CitizenId","ObservationDate","CurrentAge","HouseholdSize","PriorEncounterCount12M","PriorInpatientCount12M","PriorEmergencyCount12M"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["No released effective-dated household membership or HouseholdId map in this panel.","Aggregated setting counts do not establish complete service coverage or a general care-setting encounter study."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Recorded encounter frequency and care-setting mix by age and household group."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Residents with a defined observation interval, dated age and household membership; care-setting availability must be established."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Start of each declared observation interval; classify age and household state at the relevant encounter or person-period date."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use age and household relationships valid at each observation date; later household states must not replace historical context."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Count only documented observation time; preserve incomplete follow-up and unknown setting or household values."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-1&kind=question&dataset=Which+age+groups+and+households+use+different+types+of+healthcare%3F&question=Which+age+groups+and+households+use+different+types+of+healthcare%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A resident roster and observation coverage are required to include non-users in denominators.","Recorded care use does not establish underlying need, complete access or real-world population prevalence.","Exact field mappings and extract observation bounds remain unverified."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-1&kind=question&dataset=Which+age+groups+and+households+use+different+types+of+healthcare%3F&question=Which+age+groups+and+households+use+different+types+of+healthcare%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-1","/assets/data/question-designs.v1.json#questions/health-1","/assets/data/product-designs.v1.json#products/ml-10","/assets/data/product-designs.v1.json#products/general-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-2","sector":"health","lens":"research","originalWording":"Who needs care but is not receiving it?","wording":"Among residents with explicitly recorded care needs, who has no corresponding encounter within a defined period, and what documented barriers are available?","wordingChanged":true,"studyType":"research","analyticalType":"scoped_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"health-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-10"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Residents with independently recorded or explicitly modelled care need and a defined opportunity to receive care.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"unit":{"definition":"Eligible resident care-need period","status":"proposed_requirement","basis":"targeted_audit_requirement"},"outcome":{"definition":"Proportion with no corresponding recorded encounter within the agreed opportunity period, alongside documented reasons and unknown observations.","status":"proposed_requirement","basis":"targeted_audit_requirement","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Documented need-assessment/onset date and start of agreed opportunity period.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use only need, eligibility and access evidence valid for the observation date.","censoringAndMissingness":"Preserve unknown need, incomplete observation and potentially unrecorded care outside the covered services.","denominator":"Eligible citizen-periods with measured or explicitly modeled need; not all citizens without encounters."},"sourceConcepts":[{"concept":"Explicit care-need criterion and assessment date","status":"required_unverified_for_question"},{"concept":"Opportunity/eligibility to receive care","status":"required_unverified_for_question"},{"concept":"Care encounters in the defined interval","status":"required_unverified_for_question"},{"concept":"Documented non-use reasons and observation coverage","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Tie need, coverage, household and encounters to each observation interval","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Residents with an independent documented care need and observable opportunity to receive the relevant care.","unit":"Resident with a recorded need during an eligible care-opportunity window","anchor":"Dated need assessment; define the encounter window before analysis.","measure":"Proportion without a corresponding recorded encounter within the agreed window, with separately documented barriers."},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Independent care-need and non-use evidence required; absence of encounters cannot establish unmet need."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Independent care-need and non-use evidence required; absence of encounters cannot establish unmet need."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No healthcare visit does not establish unmet healthcare need.","Requires additional need, eligibility and non-use evidence; these constructs are not asserted to be included.","This question remains a custom scoped study; no certified unmet-need release is established.","Synthetic outcomes do not establish observed African population prevalence.","Independent care-need and non-use evidence required; absence of encounters cannot establish unmet need."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Proportion without a corresponding recorded encounter within the agreed window, with separately documented barriers."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Residents with an independent documented care need and observable opportunity to receive the relevant care."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Dated need assessment; define the encounter window before analysis."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use only need, eligibility and access evidence valid for the observation date."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Preserve unknown need, incomplete observation and potentially unrecorded care outside the covered services."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-2&kind=question&dataset=Among+residents+with+explicitly+recorded+care+needs%2C+who+has+no+corresponding+encounter+within+a+defined+period%2C+and+what+documented+barriers+are+available%3F&question=Among+residents+with+explicitly+recorded+care+needs%2C+who+has+no+corresponding+encounter+within+a+defined+period%2C+and+what+documented+barriers+are+available%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Independent care-need and non-use evidence required; absence of encounters cannot establish unmet need."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Independent care-need and non-use evidence required; absence of encounters cannot establish unmet need."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No healthcare visit does not establish unmet healthcare need.","Requires additional need, eligibility and non-use evidence; these constructs are not asserted to be included.","This question remains a custom scoped study; no certified unmet-need release is established.","Synthetic outcomes do not establish observed African population prevalence.","Independent care-need and non-use evidence required; absence of encounters cannot establish unmet need."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-2&kind=question&dataset=Among+residents+with+explicitly+recorded+care+needs%2C+who+has+no+corresponding+encounter+within+a+defined+period%2C+and+what+documented+barriers+are+available%3F&question=Among+residents+with+explicitly+recorded+care+needs%2C+who+has+no+corresponding+encounter+within+a+defined+period%2C+and+what+documented+barriers+are+available%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-2","/assets/data/question-designs.v1.json#questions/health-2","/assets/data/product-designs.v1.json#products/general-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-3","sector":"health","lens":"research","originalWording":"Where would additional clinic capacity meet the greatest need?","wording":"Where would additional clinic capacity meet the greatest need?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where would additional clinic capacity meet the greatest need?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Home and facility locations, Facility capacity, Travel times, Service need","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No listed extract verifies facility capacity or service catchments.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=health-3&kind=question&dataset=Where+would+additional+clinic+capacity+meet+the+greatest+need%3F&question=Where+would+additional+clinic+capacity+meet+the+greatest+need%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No listed extract verifies facility capacity or service catchments.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-3&kind=question&dataset=Where+would+additional+clinic+capacity+meet+the+greatest+need%3F&question=Where+would+additional+clinic+capacity+meet+the+greatest+need%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-3","/assets/data/question-designs.v1.json#questions/health-3"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-4","sector":"health","lens":"research","originalWording":"How does healthcare use vary across household income levels?","wording":"How does healthcare use vary across household income levels?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-11","ml-10"],"proposedAssociations":[],"pricingBasis":{"productId":"research-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does healthcare use vary across household income levels?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income periods, Dated encounters, Household links, Coverage context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income definitions and observation windows; comparisons describe associations.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CitizenId","ObservationDate","PriorEncounterCount12M","EncounterCountNext12M","HouseholdSize"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["No measured household income field in the 38-column health reference; income periods and household joins need additional verified data."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-4&kind=question&dataset=How+does+healthcare+use+vary+across+household+income+levels%3F&question=How+does+healthcare+use+vary+across+household+income+levels%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income definitions and observation windows; comparisons describe associations.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-4&kind=question&dataset=How+does+healthcare+use+vary+across+household+income+levels%3F&question=How+does+healthcare+use+vary+across+household+income+levels%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-4","/assets/data/question-designs.v1.json#questions/health-4","/assets/data/product-designs.v1.json#products/research-11","/assets/data/product-designs.v1.json#products/ml-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-5","sector":"health","lens":"research","originalWording":"How does use of care differ between people with and without insurance?","wording":"How does use of care differ between people with and without insurance?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-10","ml-10","research-11"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Residents with dated health coverage status and documented care-observation intervals; retain unknown coverage separately.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-5"},"unit":{"definition":"resident_coverage_period","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-5"},"outcome":{"definition":"Recorded encounter counts, distinct-user proportions and person-time rates by health coverage state.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-5","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Start of each coverage-valid observation interval; coverage changes divide follow-up into separate periods.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-5"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Match coverage and household circumstances to the encounter date; exclude coverage beginning after the observed care period.","censoringAndMissingness":"End or split observation at coverage changes, loss of documented observation or extract end; retain unknown states.","denominator":"Observed resident-time classified by coverage valid during that time; do not classify all history using current coverage."},"sourceConcepts":[{"concept":"Coverage start and end dates","status":"required_unverified_for_question"},{"concept":"Dated care encounters","status":"required_unverified_for_question"},{"concept":"Eligible residents and observation time","status":"required_unverified_for_question"},{"concept":"Household context at care date","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Residents with dated health coverage status and documented care-observation intervals; retain unknown coverage separately.","unit":"resident_coverage_period","anchor":"Start of each coverage-valid observation interval; coverage changes divide follow-up into separate periods.","measure":"Recorded encounter counts, distinct-user proportions and person-time rates by health coverage state."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Time-specific health coverage and observation eligibility require source verification.","Coverage selection and care need may explain differences; this comparison does not identify an insurance effect.","Absence of recorded care does not prove lack of access or unmet need."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CitizenId","ObservationDate","IsCoveredAsOfObservation","CoverageAcquisitionType","CoveragePlanTier","PriorEncounterCount12M","AnyHealthcareUseNext12M"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Coverage is defined at annual observation, not a full verified coverage history for every encounter/window.","Need a fixed denominator and compatible coverage/use interval."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Recorded encounter counts, distinct-user proportions and person-time rates by health coverage state."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Residents with dated health coverage status and documented care-observation intervals; retain unknown coverage separately."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Start of each coverage-valid observation interval; coverage changes divide follow-up into separate periods."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Match coverage and household circumstances to the encounter date; exclude coverage beginning after the observed care period."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"End or split observation at coverage changes, loss of documented observation or extract end; retain unknown states."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-5&kind=question&dataset=How+does+use+of+care+differ+between+people+with+and+without+insurance%3F&question=How+does+use+of+care+differ+between+people+with+and+without+insurance%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Time-specific health coverage and observation eligibility require source verification.","Coverage selection and care need may explain differences; this comparison does not identify an insurance effect.","Absence of recorded care does not prove lack of access or unmet need."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-5&kind=question&dataset=How+does+use+of+care+differ+between+people+with+and+without+insurance%3F&question=How+does+use+of+care+differ+between+people+with+and+without+insurance%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-5","/assets/data/question-designs.v1.json#questions/health-5","/assets/data/product-designs.v1.json#products/general-10","/assets/data/product-designs.v1.json#products/ml-10","/assets/data/product-designs.v1.json#products/research-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-6","sector":"health","lens":"research","originalWording":"Which households face the greatest financial strain after paying for healthcare?","wording":"Which households face the greatest financial strain after paying for healthcare?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-11"],"proposedAssociations":[],"pricingBasis":{"productId":"research-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-6"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households face the greatest financial strain after paying for healthcare?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Out-of-pocket spending, Household consumption or income, Payment dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Spending amounts and the relevant hardship measure are not verified; do not label results an official UHC indicator.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-6&kind=question&dataset=Which+households+face+the+greatest+financial+strain+after+paying+for+healthcare%3F&question=Which+households+face+the+greatest+financial+strain+after+paying+for+healthcare%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Spending amounts and the relevant hardship measure are not verified; do not label results an official UHC indicator.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-6&kind=question&dataset=Which+households+face+the+greatest+financial+strain+after+paying+for+healthcare%3F&question=Which+households+face+the+greatest+financial+strain+after+paying+for+healthcare%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-6","/assets/data/question-designs.v1.json#questions/health-6","/assets/data/product-designs.v1.json#products/research-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-7","sector":"health","lens":"research","originalWording":"Who starts maternity care later in pregnancy?","wording":"Among pregnancy episodes with verified dates and observable care records, which residents begin recorded maternity care later in pregnancy?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"health-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-12","research-12"],"proposedAssociations":[],"pricingBasis":{"productId":"research-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-7"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Among pregnancy episodes with verified dates and observable care records, which residents begin recorded maternity care later in pregnancy?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Pregnancy episode dates, Gestational age, First antenatal contact","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Care timing is described, but pregnancy denominators and gestational ages require confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-7&kind=question&dataset=Among+pregnancy+episodes+with+verified+dates+and+observable+care+records%2C+which+residents+begin+recorded+maternity+care+later+in+pregnancy%3F&question=Among+pregnancy+episodes+with+verified+dates+and+observable+care+records%2C+which+residents+begin+recorded+maternity+care+later+in+pregnancy%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Care timing is described, but pregnancy denominators and gestational ages require confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-7&kind=question&dataset=Among+pregnancy+episodes+with+verified+dates+and+observable+care+records%2C+which+residents+begin+recorded+maternity+care+later+in+pregnancy%3F&question=Among+pregnancy+episodes+with+verified+dates+and+observable+care+records%2C+which+residents+begin+recorded+maternity+care+later+in+pregnancy%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-7","/assets/data/question-designs.v1.json#questions/health-7","/assets/data/product-designs.v1.json#products/ml-12","/assets/data/product-designs.v1.json#products/research-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-8","sector":"health","lens":"research","originalWording":"Where do maternity care pathways break between pregnancy, birth and follow-up?","wording":"Among eligible maternity episodes, where do dated records show gaps between pregnancy, birth and follow-up care?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"health-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-12","research-12"],"proposedAssociations":[],"pricingBasis":{"productId":"research-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-8"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Among eligible maternity episodes, where do dated records show gaps between pregnancy, birth and follow-up care?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Maternal encounter sequences, Care-stage labels, Birth and follow-up dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Verify stage definitions and whether absent encounters mean missed care or missing observation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-8&kind=question&dataset=Among+eligible+maternity+episodes%2C+where+do+dated+records+show+gaps+between+pregnancy%2C+birth+and+follow-up+care%3F&question=Among+eligible+maternity+episodes%2C+where+do+dated+records+show+gaps+between+pregnancy%2C+birth+and+follow-up+care%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Verify stage definitions and whether absent encounters mean missed care or missing observation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-8&kind=question&dataset=Among+eligible+maternity+episodes%2C+where+do+dated+records+show+gaps+between+pregnancy%2C+birth+and+follow-up+care%3F&question=Among+eligible+maternity+episodes%2C+where+do+dated+records+show+gaps+between+pregnancy%2C+birth+and+follow-up+care%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-8","/assets/data/question-designs.v1.json#questions/health-8","/assets/data/product-designs.v1.json#products/ml-12","/assets/data/product-designs.v1.json#products/research-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-9","sector":"health","lens":"research","originalWording":"How do work and insurance circumstances relate to maternity care continuity?","wording":"How do work and insurance circumstances relate to maternity care continuity?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-12"],"proposedAssociations":[],"pricingBasis":{"productId":"research-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-9"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do work and insurance circumstances relate to maternity care continuity?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Maternal encounters, Employment spells, Coverage dates, Household links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm synchronized dates and confounders; the extract alone does not identify causal effects.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-9&kind=question&dataset=How+do+work+and+insurance+circumstances+relate+to+maternity+care+continuity%3F&question=How+do+work+and+insurance+circumstances+relate+to+maternity+care+continuity%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm synchronized dates and confounders; the extract alone does not identify causal effects.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-9&kind=question&dataset=How+do+work+and+insurance+circumstances+relate+to+maternity+care+continuity%3F&question=How+do+work+and+insurance+circumstances+relate+to+maternity+care+continuity%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-9","/assets/data/question-designs.v1.json#questions/health-9","/assets/data/product-designs.v1.json#products/research-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-10","sector":"health","lens":"research","originalWording":"Which care histories are followed by more frequent chronic-care visits?","wording":"Which care histories are followed by more frequent chronic-care visits?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-11","ml-10"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-10"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which care histories are followed by more frequent chronic-care visits?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Diagnosis timing, Encounter sequences, Follow-up horizon","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Specify the condition and visit target; clinical severity is not interchangeable with visit count.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CitizenId","ObservationDate","PriorChronicConditionCount","PriorDiagnosisCount12M","PriorEncounterCount12M","EncounterCountNext12M"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Next-period chronic-care visit outcome is not a dedicated released label.","The full diagnosis/chronic-condition companion source sets are not supplied, so those measures are not independently reconstructed."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-10&kind=question&dataset=Which+care+histories+are+followed+by+more+frequent+chronic-care+visits%3F&question=Which+care+histories+are+followed+by+more+frequent+chronic-care+visits%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Specify the condition and visit target; clinical severity is not interchangeable with visit count.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-10&kind=question&dataset=Which+care+histories+are+followed+by+more+frequent+chronic-care+visits%3F&question=Which+care+histories+are+followed+by+more+frequent+chronic-care+visits%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fhealth-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-10","/assets/data/question-designs.v1.json#questions/health-10","/assets/data/product-designs.v1.json#products/ml-11","/assets/data/product-designs.v1.json#products/ml-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-11","sector":"health","lens":"research","originalWording":"Who has long gaps in follow-up after a chronic diagnosis?","wording":"Who has long gaps in follow-up after a chronic diagnosis?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-11"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-11"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who has long gaps in follow-up after a chronic diagnosis?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Expected follow-up interval, Dated encounters, Observation end","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Expected intervals and out-of-system visits are unverified; define gaps before modelling.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-11&kind=question&dataset=Who+has+long+gaps+in+follow-up+after+a+chronic+diagnosis%3F&question=Who+has+long+gaps+in+follow-up+after+a+chronic+diagnosis%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fhealth-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Expected intervals and out-of-system visits are unverified; define gaps before modelling.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-11&kind=question&dataset=Who+has+long+gaps+in+follow-up+after+a+chronic+diagnosis%3F&question=Who+has+long+gaps+in+follow-up+after+a+chronic+diagnosis%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fhealth-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-11","/assets/data/question-designs.v1.json#questions/health-11","/assets/data/product-designs.v1.json#products/ml-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-12","sector":"health","lens":"research","originalWording":"Which recorded health changes tend to follow a work interruption?","wording":"Which recorded health changes tend to follow a work interruption?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-10","ml-11"],"proposedAssociations":[],"pricingBasis":{"productId":"research-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-12"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which recorded health changes tend to follow a work interruption?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Employment-gap dates, Health-state events, Observation windows","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association is not evidence that unemployment caused clinical deterioration.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-12&kind=question&dataset=Which+recorded+health+changes+tend+to+follow+a+work+interruption%3F&question=Which+recorded+health+changes+tend+to+follow+a+work+interruption%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association is not evidence that unemployment caused clinical deterioration.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-12&kind=question&dataset=Which+recorded+health+changes+tend+to+follow+a+work+interruption%3F&question=Which+recorded+health+changes+tend+to+follow+a+work+interruption%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-12","/assets/data/question-designs.v1.json#questions/health-12","/assets/data/product-designs.v1.json#products/research-10","/assets/data/product-designs.v1.json#products/ml-11"],"keywords":["reliability","continuity"],"removedKeywords":["outages"],"stableIdPreserved":true},{"questionId":"health-13","sector":"health","lens":"research","originalWording":"How does healthcare use change around a loss of work?","wording":"How does healthcare use change around a loss of work?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-13","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-10"],"proposedAssociations":[],"pricingBasis":{"productId":"research-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-13"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does healthcare use change around a loss of work?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Employment spells, Before-and-after encounters, Household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Work gaps are not automatically unemployment; confirm labour status and avoid causal language.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-13&kind=question&dataset=How+does+healthcare+use+change+around+a+loss+of+work%3F&question=How+does+healthcare+use+change+around+a+loss+of+work%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-13#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Work gaps are not automatically unemployment; confirm labour status and avoid causal language.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-13&kind=question&dataset=How+does+healthcare+use+change+around+a+loss+of+work%3F&question=How+does+healthcare+use+change+around+a+loss+of+work%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-13#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-13","/assets/data/question-designs.v1.json#questions/health-13","/assets/data/product-designs.v1.json#products/research-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-14","sector":"health","lens":"research","originalWording":"How does a change in household composition coincide with care use?","wording":"How does a change in household composition coincide with care use?","wordingChanged":false,"studyType":"research","analyticalType":"event_aligned_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-14","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-10","general-10"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Residents linked to a verified household membership change with observable pre-event and post-event intervals.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-14"},"unit":{"definition":"household_change_event_with_resident_followup","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-14"},"outcome":{"definition":"Recorded encounter counts, person-time rates and care-setting distribution before and after household change.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-14","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Effective date of the household membership or composition change.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-14"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use household membership valid at the event and encounter dates; keep pre-change and post-change context distinct.","censoringAndMissingness":"Report incomplete pre-event or post-event observation; handle repeat or overlapping household changes explicitly.","denominator":"Eligible household-change events and observed resident-time before and after each event; declare repeat-event handling."},"sourceConcepts":[{"concept":"Household membership change dates","status":"required_unverified_for_question"},{"concept":"Residents linked to each change","status":"required_unverified_for_question"},{"concept":"Dated care encounters and settings","status":"required_unverified_for_question"},{"concept":"Observed time before and after","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Residents linked to a verified household membership change with observable pre-event and post-event intervals.","unit":"household_change_event_with_resident_followup","anchor":"Effective date of the household membership or composition change.","measure":"Recorded encounter counts, person-time rates and care-setting distribution before and after household change."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires effective-dated household changes and encounter links; exact source mappings remain unverified.","Pre/post coincidence does not establish that household change caused a change in care use.","Selection into households and changing care need may confound comparisons."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CitizenId","ObservationDate","HouseholdSize","PriorEncounterCount12M","EncounterCountNext12M"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["No effective-dated membership/relationship transition table is supplied by the health panel; HouseholdSize alone is not a household-composition event."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Recorded encounter counts, person-time rates and care-setting distribution before and after household change."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Residents linked to a verified household membership change with observable pre-event and post-event intervals."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Effective date of the household membership or composition change."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use household membership valid at the event and encounter dates; keep pre-change and post-change context distinct."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Report incomplete pre-event or post-event observation; handle repeat or overlapping household changes explicitly."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=health-14&kind=question&dataset=How+does+a+change+in+household+composition+coincide+with+care+use%3F&question=How+does+a+change+in+household+composition+coincide+with+care+use%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-14#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires effective-dated household changes and encounter links; exact source mappings remain unverified.","Pre/post coincidence does not establish that household change caused a change in care use.","Selection into households and changing care need may confound comparisons."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-14&kind=question&dataset=How+does+a+change+in+household+composition+coincide+with+care+use%3F&question=How+does+a+change+in+household+composition+coincide+with+care+use%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-14#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-14","/assets/data/question-designs.v1.json#questions/health-14","/assets/data/product-designs.v1.json#products/ml-10","/assets/data/product-designs.v1.json#products/general-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-15","sector":"health","lens":"research","originalWording":"Which transport barriers make appointments harder to reach?","wording":"Which explicitly recorded transport barriers accompany missed or delayed healthcare appointments?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"health-15","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-15"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which explicitly recorded transport barriers accompany missed or delayed healthcare appointments?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Home and provider locations, Appointment attendance, Transport access, Travel times","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No matching product verifies transport-to-healthcare linkage; commute fields are not appointment-access measures.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=health-15&kind=question&dataset=Which+explicitly+recorded+transport+barriers+accompany+missed+or+delayed+healthcare+appointments%3F&question=Which+explicitly+recorded+transport+barriers+accompany+missed+or+delayed+healthcare+appointments%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-15#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No matching product verifies transport-to-healthcare linkage; commute fields are not appointment-access measures.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-15&kind=question&dataset=Which+explicitly+recorded+transport+barriers+accompany+missed+or+delayed+healthcare+appointments%3F&question=Which+explicitly+recorded+transport+barriers+accompany+missed+or+delayed+healthcare+appointments%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fhealth-15#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-15","/assets/data/question-designs.v1.json#questions/health-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-1","sector":"education","lens":"research","originalWording":"Which children and young people are enrolled at each education stage?","wording":"Which children and young people are enrolled at each education stage?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-11"],"proposedAssociations":[],"pricingBasis":{"productId":"general-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-1"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which children and young people are enrolled at each education stage?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Age, Enrolment status and dates, Education-stage mapping","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators and education levels for each city; enrolment is not attendance.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-1&kind=question&dataset=Which+children+and+young+people+are+enrolled+at+each+education+stage%3F&question=Which+children+and+young+people+are+enrolled+at+each+education+stage%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators and education levels for each city; enrolment is not attendance.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-1&kind=question&dataset=Which+children+and+young+people+are+enrolled+at+each+education+stage%3F&question=Which+children+and+young+people+are+enrolled+at+each+education+stage%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-1","/assets/data/question-designs.v1.json#questions/education-1","/assets/data/product-designs.v1.json#products/general-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-2","sector":"education","lens":"research","originalWording":"Which household groups are least represented in education?","wording":"Which household groups are least represented in education?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-11","research-04"],"proposedAssociations":[],"pricingBasis":{"productId":"general-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-2"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which household groups are least represented in education?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Household membership, Enrolment, Group denominators","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm group definitions; disability, wealth and gender disaggregation availability must be checked.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-2&kind=question&dataset=Which+household+groups+are+least+represented+in+education%3F&question=Which+household+groups+are+least+represented+in+education%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm group definitions; disability, wealth and gender disaggregation availability must be checked.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-2&kind=question&dataset=Which+household+groups+are+least+represented+in+education%3F&question=Which+household+groups+are+least+represented+in+education%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-2","/assets/data/question-designs.v1.json#questions/education-2","/assets/data/product-designs.v1.json#products/general-11","/assets/data/product-designs.v1.json#products/research-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-3","sector":"education","lens":"research","originalWording":"Who returns to education after a period outside it?","wording":"Who returns to education after a period outside it?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-06","ai-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-3"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who returns to education after a period outside it?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Enrolment spells, Exit and re-entry dates, Age","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Distinguish transfers, temporary breaks and final departures rather than calling every gap dropout.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-3&kind=question&dataset=Who+returns+to+education+after+a+period+outside+it%3F&question=Who+returns+to+education+after+a+period+outside+it%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Feducation-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Distinguish transfers, temporary breaks and final departures rather than calling every gap dropout.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-3&kind=question&dataset=Who+returns+to+education+after+a+period+outside+it%3F&question=Who+returns+to+education+after+a+period+outside+it%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Feducation-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-3","/assets/data/question-designs.v1.json#questions/education-3","/assets/data/product-designs.v1.json#products/ml-06","/assets/data/product-designs.v1.json#products/ai-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-4","sector":"education","lens":"ml","originalWording":"At which transitions are learners most likely to leave education?","wording":"At which recorded education transitions can earlier learner histories predict a documented interruption or departure within an agreed period?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"education-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-06","general-11"],"proposedAssociations":[],"pricingBasis":{"productId":"general-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-4"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"At which recorded education transitions can earlier learner histories predict a documented interruption or departure within an agreed period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Progression history, Enrolment exits, Education stages","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define exit and follow-up and distinguish transfers from leaving education.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-4&kind=question&dataset=At+which+recorded+education+transitions+can+earlier+learner+histories+predict+a+documented+interruption+or+departure+within+an+agreed+period%3F&question=At+which+recorded+education+transitions+can+earlier+learner+histories+predict+a+documented+interruption+or+departure+within+an+agreed+period%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define exit and follow-up and distinguish transfers from leaving education.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-4&kind=question&dataset=At+which+recorded+education+transitions+can+earlier+learner+histories+predict+a+documented+interruption+or+departure+within+an+agreed+period%3F&question=At+which+recorded+education+transitions+can+earlier+learner+histories+predict+a+documented+interruption+or+departure+within+an+agreed+period%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-4","/assets/data/question-designs.v1.json#questions/education-4","/assets/data/product-designs.v1.json#products/ml-06","/assets/data/product-designs.v1.json#products/general-11"],"keywords":["dropout","attendance","retention"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-5","sector":"education","lens":"research","originalWording":"Who completes one stage and progresses to the next?","wording":"Who completes one stage and progresses to the next?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-07","general-11"],"proposedAssociations":[],"pricingBasis":{"productId":"general-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-5"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who completes one stage and progresses to the next?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Completion events, Next-stage enrolment, Cohort dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Country education-stage mappings require confirmation; completion is not a learning score.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-5&kind=question&dataset=Who+completes+one+stage+and+progresses+to+the+next%3F&question=Who+completes+one+stage+and+progresses+to+the+next%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Country education-stage mappings require confirmation; completion is not a learning score.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-5&kind=question&dataset=Who+completes+one+stage+and+progresses+to+the+next%3F&question=Who+completes+one+stage+and+progresses+to+the+next%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-5","/assets/data/question-designs.v1.json#questions/education-5","/assets/data/product-designs.v1.json#products/ml-07","/assets/data/product-designs.v1.json#products/general-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-6","sector":"education","lens":"research","originalWording":"How long do different groups take to move into higher education?","wording":"How long do different groups take to move into higher education?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-07"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-6"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long do different groups take to move into higher education?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Prior completion date, Higher-education entry date, Household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Verify entry dates and treatment of learners not yet observed to progress.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-6&kind=question&dataset=How+long+do+different+groups+take+to+move+into+higher+education%3F&question=How+long+do+different+groups+take+to+move+into+higher+education%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Feducation-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Verify entry dates and treatment of learners not yet observed to progress.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-6&kind=question&dataset=How+long+do+different+groups+take+to+move+into+higher+education%3F&question=How+long+do+different+groups+take+to+move+into+higher+education%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Feducation-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-6","/assets/data/question-designs.v1.json#questions/education-6","/assets/data/product-designs.v1.json#products/ml-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-7","sector":"education","lens":"research","originalWording":"How does education participation vary with household income?","wording":"How does education participation vary with household income?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-04"],"proposedAssociations":[],"pricingBasis":{"productId":"research-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-7"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does education participation vary with household income?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Household income, Enrolment dates, Age and household links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and eligibility; an income gradient does not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-7&kind=question&dataset=How+does+education+participation+vary+with+household+income%3F&question=How+does+education+participation+vary+with+household+income%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Feducation-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and eligibility; an income gradient does not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-7&kind=question&dataset=How+does+education+participation+vary+with+household+income%3F&question=How+does+education+participation+vary+with+household+income%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Feducation-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-7","/assets/data/question-designs.v1.json#questions/education-7","/assets/data/product-designs.v1.json#products/research-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-8","sector":"education","lens":"research","originalWording":"Do household changes coincide with interruptions in schooling?","wording":"Do household changes coincide with interruptions in schooling?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-06","research-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-8"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do household changes coincide with interruptions in schooling?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Household membership changes, Education spells, Aligned dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm interruption definitions; household events alone do not explain a departure.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-8&kind=question&dataset=Do+household+changes+coincide+with+interruptions+in+schooling%3F&question=Do+household+changes+coincide+with+interruptions+in+schooling%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Feducation-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm interruption definitions; household events alone do not explain a departure.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-8&kind=question&dataset=Do+household+changes+coincide+with+interruptions+in+schooling%3F&question=Do+household+changes+coincide+with+interruptions+in+schooling%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Feducation-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-8","/assets/data/question-designs.v1.json#questions/education-8","/assets/data/product-designs.v1.json#products/ml-06","/assets/data/product-designs.v1.json#products/research-04"],"keywords":["reliability","continuity","dropout","attendance","retention"],"removedKeywords":["outages"],"stableIdPreserved":true},{"questionId":"education-9","sector":"education","lens":"research","originalWording":"Which families face the highest education costs relative to their resources?","wording":"Which families face the highest education costs relative to their resources?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-04"],"proposedAssociations":[],"pricingBasis":{"productId":"research-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-9"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which families face the highest education costs relative to their resources?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Fees and other education spending, Household resources, Enrolment","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Actual education-cost fields are unverified; request costs before estimating affordability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-9&kind=question&dataset=Which+families+face+the+highest+education+costs+relative+to+their+resources%3F&question=Which+families+face+the+highest+education+costs+relative+to+their+resources%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Feducation-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Actual education-cost fields are unverified; request costs before estimating affordability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-9&kind=question&dataset=Which+families+face+the+highest+education+costs+relative+to+their+resources%3F&question=Which+families+face+the+highest+education+costs+relative+to+their+resources%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Feducation-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-9","/assets/data/question-designs.v1.json#questions/education-9","/assets/data/product-designs.v1.json#products/research-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-10","sector":"education","lens":"research","originalWording":"How quickly do graduates enter their first observed job?","wording":"How quickly do graduates enter their first observed job?","wordingChanged":false,"studyType":"research","analyticalType":"time_to_event_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-01","general-01"],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Education completers with verified completion dates and defined prior-employment eligibility; specify repeat-completion handling.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-10"},"unit":{"definition":"eligible_education_completion_event","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-10"},"outcome":{"definition":"Elapsed time to first qualifying recorded job after completion and cumulative recorded entry into work.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-10","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Verified education completion date.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-10"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Define eligibility and prior employment using records known by completion; use later job starts only as outcomes.","censoringAndMissingness":"Censor at the last documented observation or extract end; define treatment of migration, death and competing events.","denominator":"Eligible completions at the completion date, retaining documented follow-up time and censored observations."},"sourceConcepts":[{"concept":"Verified completion date","status":"required_unverified_for_question"},{"concept":"Prior employment history","status":"required_unverified_for_question"},{"concept":"Qualifying job start date","status":"required_unverified_for_question"},{"concept":"Last observed date","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Join education, prior employment, household and demographic context as it existed at completion.","Keep train, validation and test cutoffs in chronological order; fit preprocessing on training data only.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Education completers with verified completion dates and defined prior-employment eligibility; specify repeat-completion handling.","unit":"eligible_education_completion_event","anchor":"Verified education completion date.","measure":"Elapsed time to first qualifying recorded job after completion and cumulative recorded entry into work."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","First observed employment may differ from first actual employment if prior histories are incomplete.","A recorded job start does not establish stable or satisfactory work.","Follow-up bounds, job qualifications and event completeness remain to be verified."],"referenceCandidates":[{"productId":"ml-01","referenceIdentifier":"ml-01-v1.1-COMMERCIAL_READY","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-tertiary-graduate-employment-outcomes","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","CitizenId","EnrollmentId","CompletionDate","FirstEmploymentStartDate","TargetDaysToFirstEmployment","TargetOutcomeCategory","TargetEvidenceType","ObservationEndDate"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["The reference covers completed tertiary episodes in 1963–2008, not all school leavers or contemporary graduates.","Qualifying-job/first-job eligibility and evidence-unavailable outcomes must use the reference contract."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The frozen reference contains completed tertiary episodes from 1963–2008; it is not a contemporary graduate survey.","2,090 candidates have insufficient target evidence. This differs from right-censoring; IsCensored is zero throughout this frozen release.","Household linkage is available for 4,689 of the 13,105 candidate rows.","The qualification mix favors DEGREE; synthetic employment rates have not been externally calibrated as Kenyan graduate outcomes."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Elapsed time to first qualifying recorded job after completion and cumulative recorded entry into work."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Education completers with verified completion dates and defined prior-employment eligibility; specify repeat-completion handling."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Verified education completion date."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Define eligibility and prior employment using records known by completion; use later job starts only as outcomes."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Censor at the last documented observation or extract end; define treatment of migration, death and competing events."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-10&kind=question&dataset=How+quickly+do+graduates+enter+their+first+observed+job%3F&question=How+quickly+do+graduates+enter+their+first+observed+job%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","First observed employment may differ from first actual employment if prior histories are incomplete.","A recorded job start does not establish stable or satisfactory work.","Follow-up bounds, job qualifications and event completeness remain to be verified."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-10&kind=question&dataset=How+quickly+do+graduates+enter+their+first+observed+job%3F&question=How+quickly+do+graduates+enter+their+first+observed+job%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-10","/assets/data/question-designs.v1.json#questions/education-10","/assets/data/product-designs.v1.json#products/ml-01","/assets/data/product-designs.v1.json#products/general-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-11","sector":"education","lens":"research","originalWording":"How do later earnings differ across education pathways?","wording":"How do later earnings differ across education pathways?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-01"],"proposedAssociations":[],"pricingBasis":{"productId":"research-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-11"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do later earnings differ across education pathways?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Qualifications, Employment histories, Consistent earnings periods","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm earnings definitions and comparable cohorts; this is not a causal return-to-education estimate.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-11&kind=question&dataset=How+do+later+earnings+differ+across+education+pathways%3F&question=How+do+later+earnings+differ+across+education+pathways%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm earnings definitions and comparable cohorts; this is not a causal return-to-education estimate.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-11&kind=question&dataset=How+do+later+earnings+differ+across+education+pathways%3F&question=How+do+later+earnings+differ+across+education+pathways%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Feducation-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-11","/assets/data/question-designs.v1.json#questions/education-11","/assets/data/product-designs.v1.json#products/research-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-12","sector":"education","lens":"research","originalWording":"Which learners combine further study with paid work?","wording":"Which learners combine further study with paid work?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-07","general-01","research-01"],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-12"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which learners combine further study with paid work?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Overlapping education and employment spells, Study intensity, Work hours","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Spell overlap may be feasible; study intensity and work hours are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=education-12&kind=question&dataset=Which+learners+combine+further+study+with+paid+work%3F&question=Which+learners+combine+further+study+with+paid+work%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Spell overlap may be feasible; study intensity and work hours are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-12&kind=question&dataset=Which+learners+combine+further+study+with+paid+work%3F&question=Which+learners+combine+further+study+with+paid+work%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-12","/assets/data/question-designs.v1.json#questions/education-12","/assets/data/product-designs.v1.json#products/ml-07","/assets/data/product-designs.v1.json#products/general-01","/assets/data/product-designs.v1.json#products/research-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-13","sector":"education","lens":"research","originalWording":"Which learners finish school without the expected reading or maths skills?","wording":"Which learners completing school fall below an agreed threshold on explicitly recorded reading or mathematics assessments?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"education-13","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-13"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which learners completing school fall below an agreed threshold on explicitly recorded reading or mathematics assessments?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Learning assessments, Proficiency thresholds, Completion records","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No listed product verifies learning scores; qualifications cannot substitute for measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=education-13&kind=question&dataset=Which+learners+completing+school+fall+below+an+agreed+threshold+on+explicitly+recorded+reading+or+mathematics+assessments%3F&question=Which+learners+completing+school+fall+below+an+agreed+threshold+on+explicitly+recorded+reading+or+mathematics+assessments%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-13#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No listed product verifies learning scores; qualifications cannot substitute for measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-13&kind=question&dataset=Which+learners+completing+school+fall+below+an+agreed+threshold+on+explicitly+recorded+reading+or+mathematics+assessments%3F&question=Which+learners+completing+school+fall+below+an+agreed+threshold+on+explicitly+recorded+reading+or+mathematics+assessments%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-13#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-13","/assets/data/question-designs.v1.json#questions/education-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-14","sector":"education","lens":"research","originalWording":"Where would additional teachers or classrooms relieve the most pressure?","wording":"Where would additional teachers or classrooms relieve the most pressure?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-14","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-14"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where would additional teachers or classrooms relieve the most pressure?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"School enrolment, Teacher assignments, Class sizes, Room capacity","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","School staffing and facility capacity are not established in existing products.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=education-14&kind=question&dataset=Where+would+additional+teachers+or+classrooms+relieve+the+most+pressure%3F&question=Where+would+additional+teachers+or+classrooms+relieve+the+most+pressure%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-14#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","School staffing and facility capacity are not established in existing products.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-14&kind=question&dataset=Where+would+additional+teachers+or+classrooms+relieve+the+most+pressure%3F&question=Where+would+additional+teachers+or+classrooms+relieve+the+most+pressure%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-14#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-14","/assets/data/question-designs.v1.json#questions/education-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"education-15","sector":"education","lens":"research","originalWording":"How far do learners travel, and who faces the hardest journey to school?","wording":"How far do learners travel, and who faces the hardest journey to school?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"education-15","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/education-15"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How far do learners travel, and who faces the hardest journey to school?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Home and school locations, Travel times and modes, Attendance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","School-trip detail is unverified; work-commute datasets cannot answer this without added scope.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=education-15&kind=question&dataset=How+far+do+learners+travel%2C+and+who+faces+the+hardest+journey+to+school%3F&question=How+far+do+learners+travel%2C+and+who+faces+the+hardest+journey+to+school%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-15#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","School-trip detail is unverified; work-commute datasets cannot answer this without added scope.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=education-15&kind=question&dataset=How+far+do+learners+travel%2C+and+who+faces+the+hardest+journey+to+school%3F&question=How+far+do+learners+travel%2C+and+who+faces+the+hardest+journey+to+school%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Feducation-15#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#education-15","/assets/data/question-designs.v1.json#questions/education-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-1","sector":"employment","lens":"research","originalWording":"How long does the transition from study to a first job take?","wording":"How long does the transition from study to a first job take?","wordingChanged":false,"studyType":"research","analyticalType":"time_to_event_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-01","general-01"],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"People with a verified study-exit date and defined prior-work eligibility; distinguish completion from other exits.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-1"},"unit":{"definition":"eligible_study_exit_event","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-1"},"outcome":{"definition":"Elapsed time from study exit to first qualifying recorded job.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-1","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Protocol-defined dated exit from study; use completion only where the source establishes that event.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-1"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use pre-exit history for eligibility and context; later employment records define outcomes, not baseline state.","censoringAndMissingness":"Retain incomplete follow-up; do not assign no-job outcomes after observation ends; specify competing-event handling.","denominator":"Eligible study exits at index with observed or censored follow-up; specify how repeat exits are counted."},"sourceConcepts":[{"concept":"Study-exit date and type","status":"required_unverified_for_question"},{"concept":"Prior work history","status":"required_unverified_for_question"},{"concept":"Qualifying job start date","status":"required_unverified_for_question"},{"concept":"Observed follow-up period","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Join education, prior employment, household and demographic context as it existed at completion.","Keep train, validation and test cutoffs in chronological order; fit preprocessing on training data only.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"People with a verified study-exit date and defined prior-work eligibility; distinguish completion from other exits.","unit":"eligible_study_exit_event","anchor":"Protocol-defined dated exit from study; use completion only where the source establishes that event.","measure":"Elapsed time from study exit to first qualifying recorded job."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires a verified study-exit construct; completion, withdrawal and last enrolment are not interchangeable.","A first employment flag does not establish job stability or quality.","Actual event fields and observation bounds are unverified."],"referenceCandidates":[{"productId":"ml-01","referenceIdentifier":"ml-01-v1.1-COMMERCIAL_READY","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-tertiary-graduate-employment-outcomes","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","CitizenId","EnrollmentId","CompletionDate","FirstEmploymentStartDate","TargetDaysToFirstEmployment","TargetOutcomeCategory","TargetEvidenceType","ObservationEndDate"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Study-exit scope must be restricted to the completed tertiary episodes supplied; interrupted programmes and all education stages are not included."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The frozen reference contains completed tertiary episodes from 1963–2008; it is not a contemporary graduate survey.","2,090 candidates have insufficient target evidence. This differs from right-censoring; IsCensored is zero throughout this frozen release.","Household linkage is available for 4,689 of the 13,105 candidate rows.","The qualification mix favors DEGREE; synthetic employment rates have not been externally calibrated as Kenyan graduate outcomes."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Elapsed time from study exit to first qualifying recorded job."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"People with a verified study-exit date and defined prior-work eligibility; distinguish completion from other exits."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Protocol-defined dated exit from study; use completion only where the source establishes that event."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use pre-exit history for eligibility and context; later employment records define outcomes, not baseline state."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain incomplete follow-up; do not assign no-job outcomes after observation ends; specify competing-event handling."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-1&kind=question&dataset=How+long+does+the+transition+from+study+to+a+first+job+take%3F&question=How+long+does+the+transition+from+study+to+a+first+job+take%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Femployment-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires a verified study-exit construct; completion, withdrawal and last enrolment are not interchangeable.","A first employment flag does not establish job stability or quality.","Actual event fields and observation bounds are unverified."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-1&kind=question&dataset=How+long+does+the+transition+from+study+to+a+first+job+take%3F&question=How+long+does+the+transition+from+study+to+a+first+job+take%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Femployment-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-1","/assets/data/question-designs.v1.json#questions/employment-1","/assets/data/product-designs.v1.json#products/ml-01","/assets/data/product-designs.v1.json#products/general-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-2","sector":"employment","lens":"research","originalWording":"Which education pathways are followed by different early career outcomes?","wording":"Which education pathways are followed by different early career outcomes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_cohort_comparison","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-01","ml-01"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Completers grouped by a verified education pathway with comparable dates, prior work and baseline circumstances.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-2"},"unit":{"definition":"eligible_education_completion_event","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-2"},"outcome":{"definition":"Predeclared early career measures such as recorded work entry and continuity; earnings only if dated income evidence is verified.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-2","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Verified completion date for each education pathway.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-2"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Define pathway and baseline circumstances using information available at completion; later work and earnings are outcomes.","censoringAndMissingness":"Retain unequal or incomplete follow-up; distinguish unavailable earnings or continuity evidence from zero values.","denominator":"Eligible completions in each pathway with explicit observed time and outcome eligibility."},"sourceConcepts":[{"concept":"Education pathway and completion","status":"required_unverified_for_question"},{"concept":"Work history before completion","status":"required_unverified_for_question"},{"concept":"Dated work entry and continuity","status":"required_unverified_for_question"},{"concept":"Dated earnings if separately verified","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Join education, prior employment, household and demographic context as it existed at completion.","Keep train, validation and test cutoffs in chronological order; fit preprocessing on training data only.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Completers grouped by a verified education pathway with comparable dates, prior work and baseline circumstances.","unit":"eligible_education_completion_event","anchor":"Verified completion date for each education pathway.","measure":"Predeclared early career measures such as recorded work entry and continuity; earnings only if dated income evidence is verified."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated earnings and employment-continuity data may be additional requirements; their inclusion is not established.","Comparable cohorts and prior circumstances are required before interpreting pathway differences.","Synthetic associations do not identify effects of education on real-world careers."],"referenceCandidates":[{"productId":"ml-01","referenceIdentifier":"ml-01-v1.1-COMMERCIAL_READY","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-tertiary-graduate-employment-outcomes","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","QualificationLevel","ProgrammeName","CompletionDate","TargetEmployedPostStudySafe","TargetDaysToFirstEmployment","TargetOutcomeCategory"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["The reference does not supply measured earnings, full early-career continuity or every preceding education pathway.","Additional outcomes/pathways require explicit source and temporal mappings."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The frozen reference contains completed tertiary episodes from 1963–2008; it is not a contemporary graduate survey.","2,090 candidates have insufficient target evidence. This differs from right-censoring; IsCensored is zero throughout this frozen release.","Household linkage is available for 4,689 of the 13,105 candidate rows.","The qualification mix favors DEGREE; synthetic employment rates have not been externally calibrated as Kenyan graduate outcomes."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Predeclared early career measures such as recorded work entry and continuity; earnings only if dated income evidence is verified."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Completers grouped by a verified education pathway with comparable dates, prior work and baseline circumstances."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Verified completion date for each education pathway."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Define pathway and baseline circumstances using information available at completion; later work and earnings are outcomes."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unequal or incomplete follow-up; distinguish unavailable earnings or continuity evidence from zero values."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-2&kind=question&dataset=Which+education+pathways+are+followed+by+different+early+career+outcomes%3F&question=Which+education+pathways+are+followed+by+different+early+career+outcomes%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated earnings and employment-continuity data may be additional requirements; their inclusion is not established.","Comparable cohorts and prior circumstances are required before interpreting pathway differences.","Synthetic associations do not identify effects of education on real-world careers."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-2&kind=question&dataset=Which+education+pathways+are+followed+by+different+early+career+outcomes%3F&question=Which+education+pathways+are+followed+by+different+early+career+outcomes%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-2","/assets/data/question-designs.v1.json#questions/employment-2","/assets/data/product-designs.v1.json#products/research-01","/assets/data/product-designs.v1.json#products/ml-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-3","sector":"employment","lens":"research","originalWording":"Which young people spend extended periods outside work and education?","wording":"Which young people spend extended periods outside work and education?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-02","ml-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-3"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which young people spend extended periods outside work and education?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Age, Employment spells, Education and training participation","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A NEET measure also needs training status and a stated age range; employment gaps alone are insufficient.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-3&kind=question&dataset=Which+young+people+spend+extended+periods+outside+work+and+education%3F&question=Which+young+people+spend+extended+periods+outside+work+and+education%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A NEET measure also needs training status and a stated age range; employment gaps alone are insufficient.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-3&kind=question&dataset=Which+young+people+spend+extended+periods+outside+work+and+education%3F&question=Which+young+people+spend+extended+periods+outside+work+and+education%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-3","/assets/data/question-designs.v1.json#questions/employment-3","/assets/data/product-designs.v1.json#products/research-02","/assets/data/product-designs.v1.json#products/ml-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-4","sector":"employment","lens":"research","originalWording":"Who takes longest to return to work after a job ends?","wording":"Who takes longest to return to work after a job ends?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-4"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who takes longest to return to work after a job ends?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Employment end and next start, Observation end, Prior work","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Do not call all non-employment unemployment without job-search and availability measures.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-4&kind=question&dataset=Who+takes+longest+to+return+to+work+after+a+job+ends%3F&question=Who+takes+longest+to+return+to+work+after+a+job+ends%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Do not call all non-employment unemployment without job-search and availability measures.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-4&kind=question&dataset=Who+takes+longest+to+return+to+work+after+a+job+ends%3F&question=Who+takes+longest+to+return+to+work+after+a+job+ends%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-4","/assets/data/question-designs.v1.json#questions/employment-4","/assets/data/product-designs.v1.json#products/ml-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-5","sector":"employment","lens":"research","originalWording":"Which workers experience repeated short jobs and work gaps?","wording":"Which workers experience repeated short jobs and work gaps?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-02","ml-13","ai-05"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-5"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which workers experience repeated short jobs and work gaps?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Successive employment spells, Employer links, Gap definitions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm observation coverage, concurrent jobs and what constitutes a new spell.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-5&kind=question&dataset=Which+workers+experience+repeated+short+jobs+and+work+gaps%3F&question=Which+workers+experience+repeated+short+jobs+and+work+gaps%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm observation coverage, concurrent jobs and what constitutes a new spell.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-5&kind=question&dataset=Which+workers+experience+repeated+short+jobs+and+work+gaps%3F&question=Which+workers+experience+repeated+short+jobs+and+work+gaps%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-5","/assets/data/question-designs.v1.json#questions/employment-5","/assets/data/product-designs.v1.json#products/ml-02","/assets/data/product-designs.v1.json#products/ml-13","/assets/data/product-designs.v1.json#products/ai-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-6","sector":"employment","lens":"research","originalWording":"Which employment histories tend to precede a change of employer?","wording":"Which employment histories tend to precede a change of employer?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-6"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which employment histories tend to precede a change of employer?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Employment dates, Employer identity, Tenure","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Employer exits do not establish voluntary turnover; reasons for leaving require confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-6&kind=question&dataset=Which+employment+histories+tend+to+precede+a+change+of+employer%3F&question=Which+employment+histories+tend+to+precede+a+change+of+employer%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Femployment-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Employer exits do not establish voluntary turnover; reasons for leaving require confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-6&kind=question&dataset=Which+employment+histories+tend+to+precede+a+change+of+employer%3F&question=Which+employment+histories+tend+to+precede+a+change+of+employer%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Femployment-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-6","/assets/data/question-designs.v1.json#questions/employment-6","/assets/data/product-designs.v1.json#products/ml-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-7","sector":"employment","lens":"research","originalWording":"How does employment participation vary with household responsibilities?","wording":"How does employment participation vary with household responsibilities?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-07"],"proposedAssociations":[],"pricingBasis":{"productId":"research-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-7"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does employment participation vary with household responsibilities?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Employment status, Household dependants, Care responsibilities","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Household composition does not establish who provides care or their unpaid working hours.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-7&kind=question&dataset=How+does+employment+participation+vary+with+household+responsibilities%3F&question=How+does+employment+participation+vary+with+household+responsibilities%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Femployment-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Household composition does not establish who provides care or their unpaid working hours.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-7&kind=question&dataset=How+does+employment+participation+vary+with+household+responsibilities%3F&question=How+does+employment+participation+vary+with+household+responsibilities%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Femployment-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-7","/assets/data/question-designs.v1.json#questions/employment-7","/assets/data/product-designs.v1.json#products/research-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-8","sector":"employment","lens":"research","originalWording":"How is access to transport associated with employment opportunities?","wording":"How is access to transport associated with employment opportunities?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-16","general-12"],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-8"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How is access to transport associated with employment opportunities?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Employment spells, Transport access, Home-work context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm spatial and temporal comparability; observed access does not establish a causal effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-8&kind=question&dataset=How+is+access+to+transport+associated+with+employment+opportunities%3F&question=How+is+access+to+transport+associated+with+employment+opportunities%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm spatial and temporal comparability; observed access does not establish a causal effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-8&kind=question&dataset=How+is+access+to+transport+associated+with+employment+opportunities%3F&question=How+is+access+to+transport+associated+with+employment+opportunities%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Femployment-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-8","/assets/data/question-designs.v1.json#questions/employment-8","/assets/data/product-designs.v1.json#products/research-16","/assets/data/product-designs.v1.json#products/general-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-9","sector":"employment","lens":"research","originalWording":"Who has paid work but wants and is available for more hours?","wording":"Among residents with recorded paid work, who explicitly reports wanting and being available for additional paid hours?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"employment-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-9"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Among residents with recorded paid work, who explicitly reports wanting and being available for additional paid hours?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Actual hours, Desired additional hours, Availability","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Time-related underemployment requires these specific measures; no existing product verifies them.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=employment-9&kind=question&dataset=Among+residents+with+recorded+paid+work%2C+who+explicitly+reports+wanting+and+being+available+for+additional+paid+hours%3F&question=Among+residents+with+recorded+paid+work%2C+who+explicitly+reports+wanting+and+being+available+for+additional+paid+hours%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Femployment-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Time-related underemployment requires these specific measures; no existing product verifies them.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-9&kind=question&dataset=Among+residents+with+recorded+paid+work%2C+who+explicitly+reports+wanting+and+being+available+for+additional+paid+hours%3F&question=Among+residents+with+recorded+paid+work%2C+who+explicitly+reports+wanting+and+being+available+for+additional+paid+hours%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Femployment-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-9","/assets/data/question-designs.v1.json#questions/employment-9"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-10","sector":"employment","lens":"research","originalWording":"How do earnings evolve through a working life?","wording":"How do earnings evolve through a working life?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-05","ml-03"],"proposedAssociations":[],"pricingBasis":{"productId":"general-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-10"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do earnings evolve through a working life?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Age, Earnings dates, Employment histories","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm currency, pay period, inflation treatment and non-wage income inclusion.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-10&kind=question&dataset=How+do+earnings+evolve+through+a+working+life%3F&question=How+do+earnings+evolve+through+a+working+life%3F&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Femployment-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm currency, pay period, inflation treatment and non-wage income inclusion.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-10&kind=question&dataset=How+do+earnings+evolve+through+a+working+life%3F&question=How+do+earnings+evolve+through+a+working+life%3F&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Femployment-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-10","/assets/data/question-designs.v1.json#questions/employment-10","/assets/data/product-designs.v1.json#products/general-05","/assets/data/product-designs.v1.json#products/ml-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-11","sector":"employment","lens":"research","originalWording":"How do household resources change around a move between jobs?","wording":"How do household resources change around a move between jobs?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-05","ml-03"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-11"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do household resources change around a move between jobs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Job changes, Household income, Household membership dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Other household events may drive changes; the data does not isolate a job-switching effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-11&kind=question&dataset=How+do+household+resources+change+around+a+move+between+jobs%3F&question=How+do+household+resources+change+around+a+move+between+jobs%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Femployment-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Other household events may drive changes; the data does not isolate a job-switching effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-11&kind=question&dataset=How+do+household+resources+change+around+a+move+between+jobs%3F&question=How+do+household+resources+change+around+a+move+between+jobs%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Femployment-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-11","/assets/data/question-designs.v1.json#questions/employment-11","/assets/data/product-designs.v1.json#products/research-05","/assets/data/product-designs.v1.json#products/ml-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-12","sector":"employment","lens":"research","originalWording":"Which groups are concentrated in informal or insecure work?","wording":"How are groups distributed across recorded employment arrangements under agreed informal-work and job-security definitions?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"employment-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-12"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How are groups distributed across recorded employment arrangements under agreed informal-work and job-security definitions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Informal-employment classification, Work relationships, Contracts and social protection","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The catalogue does not verify the measures needed for an ILO-aligned classification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=employment-12&kind=question&dataset=How+are+groups+distributed+across+recorded+employment+arrangements+under+agreed+informal-work+and+job-security+definitions%3F&question=How+are+groups+distributed+across+recorded+employment+arrangements+under+agreed+informal-work+and+job-security+definitions%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Femployment-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The catalogue does not verify the measures needed for an ILO-aligned classification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-12&kind=question&dataset=How+are+groups+distributed+across+recorded+employment+arrangements+under+agreed+informal-work+and+job-security+definitions%3F&question=How+are+groups+distributed+across+recorded+employment+arrangements+under+agreed+informal-work+and+job-security+definitions%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Femployment-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-12","/assets/data/question-designs.v1.json#questions/employment-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-13","sector":"employment","lens":"research","originalWording":"Which types of businesses expand or contract their workforce?","wording":"Which types of businesses expand or contract their workforce?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-13","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-17","ml-05","general-07"],"proposedAssociations":[],"pricingBasis":{"productId":"general-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-13"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which types of businesses expand or contract their workforce?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Business histories, Dated workforce size, Industry or type","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm classifications and coverage; workforce changes are not automatically net city job creation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-13&kind=question&dataset=Which+types+of+businesses+expand+or+contract+their+workforce%3F&question=Which+types+of+businesses+expand+or+contract+their+workforce%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Femployment-13#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm classifications and coverage; workforce changes are not automatically net city job creation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-13&kind=question&dataset=Which+types+of+businesses+expand+or+contract+their+workforce%3F&question=Which+types+of+businesses+expand+or+contract+their+workforce%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Femployment-13#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-13","/assets/data/question-designs.v1.json#questions/employment-13","/assets/data/product-designs.v1.json#products/research-17","/assets/data/product-designs.v1.json#products/ml-05","/assets/data/product-designs.v1.json#products/general-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-14","sector":"employment","lens":"research","originalWording":"Where do employers retain people for longer?","wording":"Where do employers retain people for longer?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-14","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-14"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where do employers retain people for longer?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Employer links, Employment tenure, Observation windows","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare equivalent cohorts and unfinished spells; city or industry detail requires confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-14&kind=question&dataset=Where+do+employers+retain+people+for+longer%3F&question=Where+do+employers+retain+people+for+longer%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Femployment-14#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare equivalent cohorts and unfinished spells; city or industry detail requires confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-14&kind=question&dataset=Where+do+employers+retain+people+for+longer%3F&question=Where+do+employers+retain+people+for+longer%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Femployment-14#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-14","/assets/data/question-designs.v1.json#questions/employment-14","/assets/data/product-designs.v1.json#products/ml-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"employment-15","sector":"employment","lens":"research","originalWording":"Which career pathways are followed by starting a business?","wording":"Which career pathways are followed by starting a business?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"employment-15","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-14","research-08","general-06"],"proposedAssociations":[],"pricingBasis":{"productId":"general-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/employment-15"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which career pathways are followed by starting a business?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Business formation dates, Prior employment, Education","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Business formation is not proof of entrepreneurial motivation or successful self-employment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=employment-15&kind=question&dataset=Which+career+pathways+are+followed+by+starting+a+business%3F&question=Which+career+pathways+are+followed+by+starting+a+business%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Femployment-15#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Business formation is not proof of entrepreneurial motivation or successful self-employment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=employment-15&kind=question&dataset=Which+career+pathways+are+followed+by+starting+a+business%3F&question=Which+career+pathways+are+followed+by+starting+a+business%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Femployment-15#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#employment-15","/assets/data/question-designs.v1.json#questions/employment-15","/assets/data/product-designs.v1.json#products/ml-14","/assets/data/product-designs.v1.json#products/research-08","/assets/data/product-designs.v1.json#products/general-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-1","sector":"insurance","lens":"research","originalWording":"Which households have health coverage, and who remains outside it?","wording":"Which households have health coverage, and who remains outside it?","wordingChanged":false,"studyType":"research","analyticalType":"coverage_snapshot_and_history","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-10","ml-10"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Households with effective-dated membership and explicitly defined health-coverage eligibility at the observation date.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-1"},"unit":{"definition":"household_at_observation_date","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-1"},"outcome":{"definition":"Household and member health-coverage proportions, including partial and unknown coverage.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-1","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Declared observation date, or repeated dates using the same membership and coverage rules.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-1"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use household membership and health coverage effective on the observation date; exclude future activation.","censoringAndMissingness":"For repeated snapshots, record entry, exit and unknown observation states rather than assuming continuous eligibility.","denominator":"Eligible households and eligible members, reported separately; define full, partial, no and unknown household coverage."},"sourceConcepts":[{"concept":"Dated household membership","status":"required_unverified_for_question"},{"concept":"Coverage type and effective dates","status":"required_unverified_for_question"},{"concept":"Eligible household members","status":"required_unverified_for_question"},{"concept":"Unknown or partial coverage","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Households with effective-dated membership and explicitly defined health-coverage eligibility at the observation date.","unit":"household_at_observation_date","anchor":"Declared observation date, or repeated dates using the same membership and coverage rules.","measure":"Household and member health-coverage proportions, including partial and unknown coverage."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires a complete eligible roster, coverage type and effective dates; a current coverage flag is insufficient.","Health coverage does not describe all insurance products or benefit adequacy.","No care encounter is needed to classify coverage, and encounter absence does not prove lack of coverage."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CitizenId","ObservationDate","IsCoveredAsOfObservation","CoveragePlanTier","HouseholdSize"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["No full HouseholdId/member roster or member-level household aggregation is supplied by the health panel.","The balanced selected resident panel does not establish coverage of all households or city prevalence."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Household and member health-coverage proportions, including partial and unknown coverage."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Households with effective-dated membership and explicitly defined health-coverage eligibility at the observation date."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Declared observation date, or repeated dates using the same membership and coverage rules."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use household membership and health coverage effective on the observation date; exclude future activation."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"For repeated snapshots, record entry, exit and unknown observation states rather than assuming continuous eligibility."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=insurance-1&kind=question&dataset=Which+households+have+health+coverage%2C+and+who+remains+outside+it%3F&question=Which+households+have+health+coverage%2C+and+who+remains+outside+it%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires a complete eligible roster, coverage type and effective dates; a current coverage flag is insufficient.","Health coverage does not describe all insurance products or benefit adequacy.","No care encounter is needed to classify coverage, and encounter absence does not prove lack of coverage."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-1&kind=question&dataset=Which+households+have+health+coverage%2C+and+who+remains+outside+it%3F&question=Which+households+have+health+coverage%2C+and+who+remains+outside+it%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-1","/assets/data/question-designs.v1.json#questions/insurance-1","/assets/data/product-designs.v1.json#products/general-10","/assets/data/product-designs.v1.json#products/ml-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-2","sector":"insurance","lens":"research","originalWording":"How does health coverage change around major family events?","wording":"How does health coverage change around major family events?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-12","research-12"],"proposedAssociations":[],"pricingBasis":{"productId":"research-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-2"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does health coverage change around major family events?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Policy start and end dates, Dated family events, Member eligibility","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Maternal coverage context is described, but complete policy histories and family-life transitions are unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=insurance-2&kind=question&dataset=How+does+health+coverage+change+around+major+family+events%3F&question=How+does+health+coverage+change+around+major+family+events%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Finsurance-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Maternal coverage context is described, but complete policy histories and family-life transitions are unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-2&kind=question&dataset=How+does+health+coverage+change+around+major+family+events%3F&question=How+does+health+coverage+change+around+major+family+events%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Finsurance-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-2","/assets/data/question-designs.v1.json#questions/insurance-2","/assets/data/product-designs.v1.json#products/ml-12","/assets/data/product-designs.v1.json#products/research-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-3","sector":"insurance","lens":"research","originalWording":"Who loses or changes health coverage when employment changes?","wording":"Who loses or changes health coverage when employment changes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-10","research-11"],"proposedAssociations":[],"pricingBasis":{"productId":"research-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-3"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who loses or changes health coverage when employment changes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked employment and policy spells, Employer-sponsored status","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Suggested extracts provide adjacent context; required cross-product policy links need confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=insurance-3&kind=question&dataset=Who+loses+or+changes+health+coverage+when+employment+changes%3F&question=Who+loses+or+changes+health+coverage+when+employment+changes%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Suggested extracts provide adjacent context; required cross-product policy links need confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-3&kind=question&dataset=Who+loses+or+changes+health+coverage+when+employment+changes%3F&question=Who+loses+or+changes+health+coverage+when+employment+changes%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-3","/assets/data/question-designs.v1.json#questions/insurance-3","/assets/data/product-designs.v1.json#products/research-10","/assets/data/product-designs.v1.json#products/research-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-4","sector":"insurance","lens":"research","originalWording":"What premium payment patterns would fit households with irregular income?","wording":"How do alternative premium-payment schedules compare with households’ recorded irregular income over defined payment periods?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"insurance-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-03","general-08"],"proposedAssociations":[],"pricingBasis":{"productId":"general-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-4"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do alternative premium-payment schedules compare with households’ recorded irregular income over defined payment periods?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income timing and volatility, Premium schedules, Payment preferences","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Existing products describe household resources, not premium affordability or payment preferences.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=insurance-4&kind=question&dataset=How+do+alternative+premium-payment+schedules+compare+with+households%E2%80%99+recorded+irregular+income+over+defined+payment+periods%3F&question=How+do+alternative+premium-payment+schedules+compare+with+households%E2%80%99+recorded+irregular+income+over+defined+payment+periods%3F&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Finsurance-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Existing products describe household resources, not premium affordability or payment preferences.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-4&kind=question&dataset=How+do+alternative+premium-payment+schedules+compare+with+households%E2%80%99+recorded+irregular+income+over+defined+payment+periods%3F&question=How+do+alternative+premium-payment+schedules+compare+with+households%E2%80%99+recorded+irregular+income+over+defined+payment+periods%3F&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Finsurance-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-4","/assets/data/question-designs.v1.json#questions/insurance-4","/assets/data/product-designs.v1.json#products/ml-03","/assets/data/product-designs.v1.json#products/general-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-5","sector":"insurance","lens":"research","originalWording":"Which households face large uncovered costs when a health event occurs?","wording":"Which households face large uncovered costs when a health event occurs?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-11"],"proposedAssociations":[],"pricingBasis":{"productId":"research-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-5"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households face large uncovered costs when a health event occurs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Treatment costs, Policy benefits and limits, Out-of-pocket payments, Household resources","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Financial context and coverage flags do not verify claim costs or benefit exclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=insurance-5&kind=question&dataset=Which+households+face+large+uncovered+costs+when+a+health+event+occurs%3F&question=Which+households+face+large+uncovered+costs+when+a+health+event+occurs%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Finsurance-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Financial context and coverage flags do not verify claim costs or benefit exclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-5&kind=question&dataset=Which+households+face+large+uncovered+costs+when+a+health+event+occurs%3F&question=Which+households+face+large+uncovered+costs+when+a+health+event+occurs%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Finsurance-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-5","/assets/data/question-designs.v1.json#questions/insurance-5","/assets/data/product-designs.v1.json#products/research-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-6","sector":"insurance","lens":"research","originalWording":"When do premium payments become difficult relative to household resources?","wording":"When do premium payments become difficult relative to household resources?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-6"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"When do premium payments become difficult relative to household resources?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Premium amounts and due dates, Payment or arrears records, Household resources","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Premium billing, arrears and lapse data are not documented in the existing catalogue.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=insurance-6&kind=question&dataset=When+do+premium+payments+become+difficult+relative+to+household+resources%3F&question=When+do+premium+payments+become+difficult+relative+to+household+resources%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Premium billing, arrears and lapse data are not documented in the existing catalogue.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-6&kind=question&dataset=When+do+premium+payments+become+difficult+relative+to+household+resources%3F&question=When+do+premium+payments+become+difficult+relative+to+household+resources%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-6","/assets/data/question-designs.v1.json#questions/insurance-6"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-7","sector":"insurance","lens":"research","originalWording":"How do covered and uncovered people use different care settings?","wording":"How do covered and uncovered people use different care settings?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-10","general-10"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Residents with known or explicitly unknown coverage state, documented observation time and dated care-setting records.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-7"},"unit":{"definition":"resident_coverage_period","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-7"},"outcome":{"definition":"Setting-specific encounter rates and setting shares among recorded encounters, separated by coverage state.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-7","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Coverage-valid observation interval; assign each encounter the coverage effective on its date.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-7"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Match insurance, age and household states to encounter dates; do not substitute later coverage.","censoringAndMissingness":"Split follow-up when coverage changes; preserve incomplete observation and unknown care settings.","denominator":"Observed resident-time by coverage state for rates; recorded encounters for setting-share comparisons."},"sourceConcepts":[{"concept":"Coverage effective dates","status":"required_unverified_for_question"},{"concept":"Care encounters and settings","status":"required_unverified_for_question"},{"concept":"Observed resident time","status":"required_unverified_for_question"},{"concept":"Unknown coverage or setting","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Residents with known or explicitly unknown coverage state, documented observation time and dated care-setting records.","unit":"resident_coverage_period","anchor":"Coverage-valid observation interval; assign each encounter the coverage effective on its date.","measure":"Setting-specific encounter rates and setting shares among recorded encounters, separated by coverage state."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires effective-dated health coverage and verified care-setting coverage.","Differences may reflect need and selection into coverage; they do not establish an insurance effect.","Recorded settings may omit care received outside the extract."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CitizenId","ObservationDate","IsCoveredAsOfObservation","PriorInpatientCount12M","PriorEmergencyCount12M","PriorEncounterCount12M"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Full care-setting/coverage history and comparable person-time denominators remain to be agreed."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Setting-specific encounter rates and setting shares among recorded encounters, separated by coverage state."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Residents with known or explicitly unknown coverage state, documented observation time and dated care-setting records."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Coverage-valid observation interval; assign each encounter the coverage effective on its date."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Match insurance, age and household states to encounter dates; do not substitute later coverage."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Split follow-up when coverage changes; preserve incomplete observation and unknown care settings."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=insurance-7&kind=question&dataset=How+do+covered+and+uncovered+people+use+different+care+settings%3F&question=How+do+covered+and+uncovered+people+use+different+care+settings%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires effective-dated health coverage and verified care-setting coverage.","Differences may reflect need and selection into coverage; they do not establish an insurance effect.","Recorded settings may omit care received outside the extract."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-7&kind=question&dataset=How+do+covered+and+uncovered+people+use+different+care+settings%3F&question=How+do+covered+and+uncovered+people+use+different+care+settings%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-7","/assets/data/question-designs.v1.json#questions/insurance-7","/assets/data/product-designs.v1.json#products/ml-10","/assets/data/product-designs.v1.json#products/general-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-8","sector":"insurance","lens":"research","originalWording":"How do maternity care pathways differ across coverage groups?","wording":"How do maternity care pathways differ across coverage groups?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-12","research-12"],"proposedAssociations":[],"pricingBasis":{"productId":"research-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-8"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do maternity care pathways differ across coverage groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Maternal sequences, Coverage context, Household circumstances","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Verify coverage timing, care stages and benefit details; comparison does not establish causal protection.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=insurance-8&kind=question&dataset=How+do+maternity+care+pathways+differ+across+coverage+groups%3F&question=How+do+maternity+care+pathways+differ+across+coverage+groups%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Finsurance-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Verify coverage timing, care stages and benefit details; comparison does not establish causal protection.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-8&kind=question&dataset=How+do+maternity+care+pathways+differ+across+coverage+groups%3F&question=How+do+maternity+care+pathways+differ+across+coverage+groups%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Finsurance-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-8","/assets/data/question-designs.v1.json#questions/insurance-8","/assets/data/product-designs.v1.json#products/ml-12","/assets/data/product-designs.v1.json#products/research-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-9","sector":"insurance","lens":"research","originalWording":"Which health needs remain unmet even among covered households?","wording":"Among covered residents with independently recorded care needs, what corresponding care is unrecorded during a defined opportunity window?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"insurance-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-9"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Among covered residents with independently recorded care needs, what corresponding care is unrecorded during a defined opportunity window?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reported unmet need, Policy terms, Provider access, Reasons for non-use","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A coverage flag plus absent encounters cannot establish unmet need or inadequate benefits.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=insurance-9&kind=question&dataset=Among+covered+residents+with+independently+recorded+care+needs%2C+what+corresponding+care+is+unrecorded+during+a+defined+opportunity+window%3F&question=Among+covered+residents+with+independently+recorded+care+needs%2C+what+corresponding+care+is+unrecorded+during+a+defined+opportunity+window%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A coverage flag plus absent encounters cannot establish unmet need or inadequate benefits.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-9&kind=question&dataset=Among+covered+residents+with+independently+recorded+care+needs%2C+what+corresponding+care+is+unrecorded+during+a+defined+opportunity+window%3F&question=Among+covered+residents+with+independently+recorded+care+needs%2C+what+corresponding+care+is+unrecorded+during+a+defined+opportunity+window%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-9","/assets/data/question-designs.v1.json#questions/insurance-9"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-10","sector":"insurance","lens":"research","originalWording":"How long do customers wait between making a claim and receiving payment?","wording":"How long do customers wait between making a claim and receiving payment?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-10"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long do customers wait between making a claim and receiving payment?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Claim receipt and settlement dates, Claim type, Status changes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No insurance claims-processing extract is verified; legal or construction claims are a different domain.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=insurance-10&kind=question&dataset=How+long+do+customers+wait+between+making+a+claim+and+receiving+payment%3F&question=How+long+do+customers+wait+between+making+a+claim+and+receiving+payment%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No insurance claims-processing extract is verified; legal or construction claims are a different domain.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-10&kind=question&dataset=How+long+do+customers+wait+between+making+a+claim+and+receiving+payment%3F&question=How+long+do+customers+wait+between+making+a+claim+and+receiving+payment%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-10","/assets/data/question-designs.v1.json#questions/insurance-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-11","sector":"insurance","lens":"research","originalWording":"Which claims are declined, and what reasons are given?","wording":"Which claims are declined, and what reasons are given?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-11"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which claims are declined, and what reasons are given?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Insurance claim decisions, Reason codes, Policy terms","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Insurance decline decisions and reason codes are not documented in existing products.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=insurance-11&kind=question&dataset=Which+claims+are+declined%2C+and+what+reasons+are+given%3F&question=Which+claims+are+declined%2C+and+what+reasons+are+given%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Insurance decline decisions and reason codes are not documented in existing products.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-11&kind=question&dataset=Which+claims+are+declined%2C+and+what+reasons+are+given%3F&question=Which+claims+are+declined%2C+and+what+reasons+are+given%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-11","/assets/data/question-designs.v1.json#questions/insurance-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-12","sector":"insurance","lens":"research","originalWording":"Do settled claims leave customers with substantial uncovered losses?","wording":"Do settled claims leave customers with substantial uncovered losses?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"insurance-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-12"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do settled claims leave customers with substantial uncovered losses?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Loss amount, Settlement amount, Deductibles, Exclusions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Claim severities, payments and contract terms must be supplied; encounter data cannot answer this.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=insurance-12&kind=question&dataset=Do+settled+claims+leave+customers+with+substantial+uncovered+losses%3F&question=Do+settled+claims+leave+customers+with+substantial+uncovered+losses%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Claim severities, payments and contract terms must be supplied; encounter data cannot answer this.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-12&kind=question&dataset=Do+settled+claims+leave+customers+with+substantial+uncovered+losses%3F&question=Do+settled+claims+leave+customers+with+substantial+uncovered+losses%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-12","/assets/data/question-designs.v1.json#questions/insurance-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-13","sector":"insurance","lens":"research","originalWording":"Which policy terms are hardest for customers to understand?","wording":"Which policy terms are identified as difficult to understand in explicitly recorded customer feedback?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"insurance-13","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-13"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which policy terms are identified as difficult to understand in explicitly recorded customer feedback?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Policy wording, Comprehension studies, Support queries","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No current product establishes policy-language comprehension or customer-support records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=insurance-13&kind=question&dataset=Which+policy+terms+are+identified+as+difficult+to+understand+in+explicitly+recorded+customer+feedback%3F&question=Which+policy+terms+are+identified+as+difficult+to+understand+in+explicitly+recorded+customer+feedback%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-13#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No current product establishes policy-language comprehension or customer-support records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-13&kind=question&dataset=Which+policy+terms+are+identified+as+difficult+to+understand+in+explicitly+recorded+customer+feedback%3F&question=Which+policy+terms+are+identified+as+difficult+to+understand+in+explicitly+recorded+customer+feedback%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-13#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-13","/assets/data/question-designs.v1.json#questions/insurance-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-14","sector":"insurance","lens":"research","originalWording":"Which service channels help customers obtain cover and resolve problems?","wording":"How do recorded coverage applications and problem-resolution outcomes vary across dated customer-service channels?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"insurance-14","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-14"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do recorded coverage applications and problem-resolution outcomes vary across dated customer-service channels?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Channel interactions, Application outcomes, Complaints and resolution","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Distribution-channel and complaint histories are outside documented product coverage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=insurance-14&kind=question&dataset=How+do+recorded+coverage+applications+and+problem-resolution+outcomes+vary+across+dated+customer-service+channels%3F&question=How+do+recorded+coverage+applications+and+problem-resolution+outcomes+vary+across+dated+customer-service+channels%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-14#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Distribution-channel and complaint histories are outside documented product coverage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-14&kind=question&dataset=How+do+recorded+coverage+applications+and+problem-resolution+outcomes+vary+across+dated+customer-service+channels%3F&question=How+do+recorded+coverage+applications+and+problem-resolution+outcomes+vary+across+dated+customer-service+channels%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-14#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-14","/assets/data/question-designs.v1.json#questions/insurance-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"insurance-15","sector":"insurance","lens":"research","originalWording":"Why do customers renew, switch or allow cover to lapse?","wording":"What documented reasons accompany customer renewal, switching or coverage lapse at the agreed policy checkpoint?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"insurance-15","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/insurance-15"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What documented reasons accompany customer renewal, switching or coverage lapse at the agreed policy checkpoint?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Renewal offers, Policy histories, Premium changes, Customer reasons","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These records are not documented; do not infer reasons from a missing coverage flag.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=insurance-15&kind=question&dataset=What+documented+reasons+accompany+customer+renewal%2C+switching+or+coverage+lapse+at+the+agreed+policy+checkpoint%3F&question=What+documented+reasons+accompany+customer+renewal%2C+switching+or+coverage+lapse+at+the+agreed+policy+checkpoint%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-15#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These records are not documented; do not infer reasons from a missing coverage flag.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=insurance-15&kind=question&dataset=What+documented+reasons+accompany+customer+renewal%2C+switching+or+coverage+lapse+at+the+agreed+policy+checkpoint%3F&question=What+documented+reasons+accompany+customer+renewal%2C+switching+or+coverage+lapse+at+the+agreed+policy+checkpoint%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Finsurance-15#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#insurance-15","/assets/data/question-designs.v1.json#questions/insurance-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-1","sector":"telecom","lens":"research","originalWording":"Which neighbourhoods have demand for connectivity but no reliable service?","wording":"Which neighbourhoods have demand for connectivity but no reliable service?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-1"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which neighbourhoods have demand for connectivity but no reliable service?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Coverage maps, Service measurements, Household locations and adoption","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Demographic context alone cannot establish network coverage or service quality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-1&kind=question&dataset=Which+neighbourhoods+have+demand+for+connectivity+but+no+reliable+service%3F&question=Which+neighbourhoods+have+demand+for+connectivity+but+no+reliable+service%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Demographic context alone cannot establish network coverage or service quality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-1&kind=question&dataset=Which+neighbourhoods+have+demand+for+connectivity+but+no+reliable+service%3F&question=Which+neighbourhoods+have+demand+for+connectivity+but+no+reliable+service%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-1","/assets/data/question-designs.v1.json#questions/telecom-1"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-2","sector":"telecom","lens":"research","originalWording":"Where should the next access point or network extension serve the most unmet demand?","wording":"Under agreed demand and service-coverage criteria, where would a proposed access point or network extension serve the most recorded unmet demand?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"telecom-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-2"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Under agreed demand and service-coverage criteria, where would a proposed access point or network extension serve the most recorded unmet demand?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Candidate sites, Backhaul and power constraints, Demand and deployment costs","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires network engineering and investment inputs absent from current focused products.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-2&kind=question&dataset=Under+agreed+demand+and+service-coverage+criteria%2C+where+would+a+proposed+access+point+or+network+extension+serve+the+most+recorded+unmet+demand%3F&question=Under+agreed+demand+and+service-coverage+criteria%2C+where+would+a+proposed+access+point+or+network+extension+serve+the+most+recorded+unmet+demand%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires network engineering and investment inputs absent from current focused products.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-2&kind=question&dataset=Under+agreed+demand+and+service-coverage+criteria%2C+where+would+a+proposed+access+point+or+network+extension+serve+the+most+recorded+unmet+demand%3F&question=Under+agreed+demand+and+service-coverage+criteria%2C+where+would+a+proposed+access+point+or+network+extension+serve+the+most+recorded+unmet+demand%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-2","/assets/data/question-designs.v1.json#questions/telecom-2"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-3","sector":"telecom","lens":"research","originalWording":"How will new housing and business locations change connectivity demand?","wording":"How will new housing and business locations change connectivity demand?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-3"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How will new housing and business locations change connectivity demand?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated development locations, Telecom demand, Existing capacity","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","City growth context needs telecom demand and capacity data; request a scoped extract.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-3&kind=question&dataset=How+will+new+housing+and+business+locations+change+connectivity+demand%3F&question=How+will+new+housing+and+business+locations+change+connectivity+demand%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","City growth context needs telecom demand and capacity data; request a scoped extract.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-3&kind=question&dataset=How+will+new+housing+and+business+locations+change+connectivity+demand%3F&question=How+will+new+housing+and+business+locations+change+connectivity+demand%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-3","/assets/data/question-designs.v1.json#questions/telecom-3"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-4","sector":"telecom","lens":"research","originalWording":"Which households remain offline because a connection or suitable device costs too much?","wording":"Which offline households have a recorded affordability barrier for a connection or suitable device?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"telecom-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-4"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which offline households have a recorded affordability barrier for a connection or suitable device?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income, Device and plan prices, Connectivity use and non-use reasons","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires linked telecom attributes not promised by the catalogue.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-4&kind=question&dataset=Which+offline+households+have+a+recorded+affordability+barrier+for+a+connection+or+suitable+device%3F&question=Which+offline+households+have+a+recorded+affordability+barrier+for+a+connection+or+suitable+device%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires linked telecom attributes not promised by the catalogue.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-4&kind=question&dataset=Which+offline+households+have+a+recorded+affordability+barrier+for+a+connection+or+suitable+device%3F&question=Which+offline+households+have+a+recorded+affordability+barrier+for+a+connection+or+suitable+device%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-4","/assets/data/question-designs.v1.json#questions/telecom-4"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-5","sector":"telecom","lens":"research","originalWording":"Which customer groups could gain access under a lower-cost data plan?","wording":"Under an agreed lower-cost plan scenario, how do affordability and estimated connectivity uptake compare across customer groups?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"telecom-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-5"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Under an agreed lower-cost plan scenario, how do affordability and estimated connectivity uptake compare across customer groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Plan prices, Usage histories, Income groups and adoption labels","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A tariff scenario needs price-response assumptions and eligible telecom data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-5&kind=question&dataset=Under+an+agreed+lower-cost+plan+scenario%2C+how+do+affordability+and+estimated+connectivity+uptake+compare+across+customer+groups%3F&question=Under+an+agreed+lower-cost+plan+scenario%2C+how+do+affordability+and+estimated+connectivity+uptake+compare+across+customer+groups%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A tariff scenario needs price-response assumptions and eligible telecom data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-5&kind=question&dataset=Under+an+agreed+lower-cost+plan+scenario%2C+how+do+affordability+and+estimated+connectivity+uptake+compare+across+customer+groups%3F&question=Under+an+agreed+lower-cost+plan+scenario%2C+how+do+affordability+and+estimated+connectivity+uptake+compare+across+customer+groups%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-5","/assets/data/question-designs.v1.json#questions/telecom-5"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-6","sector":"telecom","lens":"research","originalWording":"Where do skills or device barriers explain low use despite coverage?","wording":"How do explicitly recorded skill or device barriers vary among covered residents with low recorded connectivity use?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"telecom-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-6"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do explicitly recorded skill or device barriers vary among covered residents with low recorded connectivity use?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Coverage, Device access, Digital skills, Internet use","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Skills and device measurements must be specified in a scope enquiry.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-6&kind=question&dataset=How+do+explicitly+recorded+skill+or+device+barriers+vary+among+covered+residents+with+low+recorded+connectivity+use%3F&question=How+do+explicitly+recorded+skill+or+device+barriers+vary+among+covered+residents+with+low+recorded+connectivity+use%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Skills and device measurements must be specified in a scope enquiry.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-6&kind=question&dataset=How+do+explicitly+recorded+skill+or+device+barriers+vary+among+covered+residents+with+low+recorded+connectivity+use%3F&question=How+do+explicitly+recorded+skill+or+device+barriers+vary+among+covered+residents+with+low+recorded+connectivity+use%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-6","/assets/data/question-designs.v1.json#questions/telecom-6"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-7","sector":"telecom","lens":"research","originalWording":"Where does advertised coverage fail to deliver a usable connection?","wording":"Where does advertised coverage fail to deliver a usable connection?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-7"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where does advertised coverage fail to deliver a usable connection?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Throughput and latency, Outages, Coverage claims, Measurement timestamps","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No current SKU promises radio or broadband performance measurements.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-7&kind=question&dataset=Where+does+advertised+coverage+fail+to+deliver+a+usable+connection%3F&question=Where+does+advertised+coverage+fail+to+deliver+a+usable+connection%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No current SKU promises radio or broadband performance measurements.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-7&kind=question&dataset=Where+does+advertised+coverage+fail+to+deliver+a+usable+connection%3F&question=Where+does+advertised+coverage+fail+to+deliver+a+usable+connection%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-7","/assets/data/question-designs.v1.json#questions/telecom-7"],"keywords":["telecom","telecommunications","mobile","connectivity","reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-8","sector":"telecom","lens":"research","originalWording":"Which service interruptions affect customers most often and for how long?","wording":"Which service interruptions affect customers most often and for how long?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-8"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which service interruptions affect customers most often and for how long?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Customer-service links, Incident and restoration times, Affected locations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires time-stamped telecom incident records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-8&kind=question&dataset=Which+service+interruptions+affect+customers+most+often+and+for+how+long%3F&question=Which+service+interruptions+affect+customers+most+often+and+for+how+long%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires time-stamped telecom incident records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-8&kind=question&dataset=Which+service+interruptions+affect+customers+most+often+and+for+how+long%3F&question=Which+service+interruptions+affect+customers+most+often+and+for+how+long%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-8","/assets/data/question-designs.v1.json#questions/telecom-8"],"keywords":["telecom","telecommunications","mobile","connectivity","reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-9","sector":"telecom","lens":"research","originalWording":"How does connection quality differ between home, work and travel locations?","wording":"How does connection quality differ between home, work and travel locations?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-9"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does connection quality differ between home, work and travel locations?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Place and time of use, Connection performance, Location categories","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Needs privacy-safe telecom experience measurements, not only commute context.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-9&kind=question&dataset=How+does+connection+quality+differ+between+home%2C+work+and+travel+locations%3F&question=How+does+connection+quality+differ+between+home%2C+work+and+travel+locations%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Needs privacy-safe telecom experience measurements, not only commute context.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-9&kind=question&dataset=How+does+connection+quality+differ+between+home%2C+work+and+travel+locations%3F&question=How+does+connection+quality+differ+between+home%2C+work+and+travel+locations%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-9","/assets/data/question-designs.v1.json#questions/telecom-9"],"keywords":["telecom","telecommunications","mobile","connectivity","reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-10","sector":"telecom","lens":"research","originalWording":"Which people have connectivity but cannot use essential digital services?","wording":"Which people have connectivity but cannot use essential digital services?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-10"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which people have connectivity but cannot use essential digital services?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Access and skills, Accessibility needs, Service-use barriers","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope accessibility and service-use variables before offering an extract.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-10&kind=question&dataset=Which+people+have+connectivity+but+cannot+use+essential+digital+services%3F&question=Which+people+have+connectivity+but+cannot+use+essential+digital+services%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope accessibility and service-use variables before offering an extract.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-10&kind=question&dataset=Which+people+have+connectivity+but+cannot+use+essential+digital+services%3F&question=Which+people+have+connectivity+but+cannot+use+essential+digital+services%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-10","/assets/data/question-designs.v1.json#questions/telecom-10"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-11","sector":"telecom","lens":"research","originalWording":"Which underserved schools, clinics or businesses should a connectivity programme prioritise?","wording":"Which underserved schools, clinics or businesses should a connectivity programme prioritise?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-11"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which underserved schools, clinics or businesses should a connectivity programme prioritise?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Facility locations, Service quality, Population served, Programme costs","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Facility demand and network information require a separate coverage agreement.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-11&kind=question&dataset=Which+underserved+schools%2C+clinics+or+businesses+should+a+connectivity+programme+prioritise%3F&question=Which+underserved+schools%2C+clinics+or+businesses+should+a+connectivity+programme+prioritise%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Facility demand and network information require a separate coverage agreement.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-11&kind=question&dataset=Which+underserved+schools%2C+clinics+or+businesses+should+a+connectivity+programme+prioritise%3F&question=Which+underserved+schools%2C+clinics+or+businesses+should+a+connectivity+programme+prioritise%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-11","/assets/data/question-designs.v1.json#questions/telecom-11"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-12","sector":"telecom","lens":"research","originalWording":"Can we test support workflows against connectivity failures and billing questions?","wording":"Can we test support workflows against connectivity failures and billing questions?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-12"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can we test support workflows against connectivity failures and billing questions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic plans and bills, Network incidents, Case histories, Response rules","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Generic support data does not establish telecom coverage; request telecom-specific scenarios.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-12&kind=question&dataset=Can+we+test+support+workflows+against+connectivity+failures+and+billing+questions%3F&question=Can+we+test+support+workflows+against+connectivity+failures+and+billing+questions%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Generic support data does not establish telecom coverage; request telecom-specific scenarios.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-12&kind=question&dataset=Can+we+test+support+workflows+against+connectivity+failures+and+billing+questions%3F&question=Can+we+test+support+workflows+against+connectivity+failures+and+billing+questions%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-12","/assets/data/question-designs.v1.json#questions/telecom-12"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-1","sector":"utilities","lens":"research","originalWording":"Which households lack water at home when they need it?","wording":"Which households lack water at home when they need it?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-1"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households lack water at home when they need it?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Water source and location, Availability histories, Household service areas","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A connection alone does not establish availability; confirm water fields and dates.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-1&kind=question&dataset=Which+households+lack+water+at+home+when+they+need+it%3F&question=Which+households+lack+water+at+home+when+they+need+it%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A connection alone does not establish availability; confirm water fields and dates.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-1&kind=question&dataset=Which+households+lack+water+at+home+when+they+need+it%3F&question=Which+households+lack+water+at+home+when+they+need+it%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-1","/assets/data/question-designs.v1.json#questions/utilities-1"],"keywords":["reliability","outages","continuity","utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-2","sector":"utilities","lens":"research","originalWording":"Where does collecting water create the greatest burden on households?","wording":"Where does collecting water create the greatest burden on households?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-2"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where does collecting water create the greatest burden on households?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Collection and queue time, Source location, Household composition","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Collection-time measurements are not listed in the 80 products.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-2&kind=question&dataset=Where+does+collecting+water+create+the+greatest+burden+on+households%3F&question=Where+does+collecting+water+create+the+greatest+burden+on+households%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Collection-time measurements are not listed in the 80 products.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-2&kind=question&dataset=Where+does+collecting+water+create+the+greatest+burden+on+households%3F&question=Where+does+collecting+water+create+the+greatest+burden+on+households%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-2","/assets/data/question-designs.v1.json#questions/utilities-2"],"keywords":["reliability","outages","continuity","utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-3","sector":"utilities","lens":"research","originalWording":"Which areas need investigation because supply or tested water quality has deteriorated?","wording":"Which areas need investigation because supply or tested water quality has deteriorated?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-3"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which areas need investigation because supply or tested water quality has deteriorated?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Supply interruptions, Water-quality tests, Sampling dates and locations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Quality assessment needs specified tests and sampling scope; synthetic data is not safety certification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-3&kind=question&dataset=Which+areas+need+investigation+because+supply+or+tested+water+quality+has+deteriorated%3F&question=Which+areas+need+investigation+because+supply+or+tested+water+quality+has+deteriorated%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Quality assessment needs specified tests and sampling scope; synthetic data is not safety certification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-3&kind=question&dataset=Which+areas+need+investigation+because+supply+or+tested+water+quality+has+deteriorated%3F&question=Which+areas+need+investigation+because+supply+or+tested+water+quality+has+deteriorated%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-3","/assets/data/question-designs.v1.json#questions/utilities-3"],"keywords":["reliability","outages","continuity","utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-4","sector":"utilities","lens":"research","originalWording":"Which households have a toilet but lack safely managed sanitation?","wording":"Which households have a toilet but lack safely managed sanitation?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-4"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households have a toilet but lack safely managed sanitation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Facility type and sharing, Containment, Emptying and treatment records","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A toilet or sewer connection alone does not establish safe management.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-4&kind=question&dataset=Which+households+have+a+toilet+but+lack+safely+managed+sanitation%3F&question=Which+households+have+a+toilet+but+lack+safely+managed+sanitation%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A toilet or sewer connection alone does not establish safe management.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-4&kind=question&dataset=Which+households+have+a+toilet+but+lack+safely+managed+sanitation%3F&question=Which+households+have+a+toilet+but+lack+safely+managed+sanitation%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-4","/assets/data/question-designs.v1.json#questions/utilities-4"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-5","sector":"utilities","lens":"research","originalWording":"Where should sewer or faecal-sludge services expand first?","wording":"Where should sewer or faecal-sludge services expand first?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-5"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where should sewer or faecal-sludge services expand first?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Unserved households, Facilities, Treatment capacity, Expansion costs","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Needs infrastructure and cost inputs beyond household context.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-5&kind=question&dataset=Where+should+sewer+or+faecal-sludge+services+expand+first%3F&question=Where+should+sewer+or+faecal-sludge+services+expand+first%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Needs infrastructure and cost inputs beyond household context.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-5&kind=question&dataset=Where+should+sewer+or+faecal-sludge+services+expand+first%3F&question=Where+should+sewer+or+faecal-sludge+services+expand+first%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-5","/assets/data/question-designs.v1.json#questions/utilities-5"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-6","sector":"utilities","lens":"research","originalWording":"Which emptying and treatment failures create recurring service gaps?","wording":"Which emptying and treatment failures create recurring service gaps?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-6"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which emptying and treatment failures create recurring service gaps?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Emptying events, Transport or treatment completion, Household links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Operational sanitation records and dates require scope confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-6&kind=question&dataset=Which+emptying+and+treatment+failures+create+recurring+service+gaps%3F&question=Which+emptying+and+treatment+failures+create+recurring+service+gaps%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Operational sanitation records and dates require scope confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-6&kind=question&dataset=Which+emptying+and+treatment+failures+create+recurring+service+gaps%3F&question=Which+emptying+and+treatment+failures+create+recurring+service+gaps%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-6","/assets/data/question-designs.v1.json#questions/utilities-6"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-7","sector":"utilities","lens":"research","originalWording":"Which neighbourhoods receive irregular or no waste collection?","wording":"Which neighbourhoods receive irregular or no waste collection?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-7"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which neighbourhoods receive irregular or no waste collection?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Schedules and completions, Service coverage, Missed-service reports","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No focused waste-service SKU is listed; request the operational coverage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-7&kind=question&dataset=Which+neighbourhoods+receive+irregular+or+no+waste+collection%3F&question=Which+neighbourhoods+receive+irregular+or+no+waste+collection%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No focused waste-service SKU is listed; request the operational coverage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-7&kind=question&dataset=Which+neighbourhoods+receive+irregular+or+no+waste+collection%3F&question=Which+neighbourhoods+receive+irregular+or+no+waste+collection%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-7","/assets/data/question-designs.v1.json#questions/utilities-7"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-8","sector":"utilities","lens":"research","originalWording":"How much collection and treatment capacity will household growth require?","wording":"How much collection and treatment capacity will household growth require?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-8"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How much collection and treatment capacity will household growth require?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Population projections, Waste-generation factors, Collection and facility capacity","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Population context cannot supply waste-generation or capacity assumptions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-8&kind=question&dataset=How+much+collection+and+treatment+capacity+will+household+growth+require%3F&question=How+much+collection+and+treatment+capacity+will+household+growth+require%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Population context cannot supply waste-generation or capacity assumptions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-8&kind=question&dataset=How+much+collection+and+treatment+capacity+will+household+growth+require%3F&question=How+much+collection+and+treatment+capacity+will+household+growth+require%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-8","/assets/data/question-designs.v1.json#questions/utilities-8"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-9","sector":"utilities","lens":"research","originalWording":"Where do collection costs and fee recovery leave a funding gap?","wording":"Where do collection costs and fee recovery leave a funding gap?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-9"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where do collection costs and fee recovery leave a funding gap?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Operating costs, Service fees and receipts, Waste quantities","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Current products do not promise municipal cost accounting.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-9&kind=question&dataset=Where+do+collection+costs+and+fee+recovery+leave+a+funding+gap%3F&question=Where+do+collection+costs+and+fee+recovery+leave+a+funding+gap%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Current products do not promise municipal cost accounting.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-9&kind=question&dataset=Where+do+collection+costs+and+fee+recovery+leave+a+funding+gap%3F&question=Where+do+collection+costs+and+fee+recovery+leave+a+funding+gap%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-9","/assets/data/question-designs.v1.json#questions/utilities-9"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-10","sector":"utilities","lens":"research","originalWording":"Which households face the largest water-service burden relative to their resources?","wording":"Which households face the largest water-service burden relative to their resources?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-10"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households face the largest water-service burden relative to their resources?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Bills and purchased-water costs, Income, Service availability","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm bills, coping costs and household-resource definitions before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-10&kind=question&dataset=Which+households+face+the+largest+water-service+burden+relative+to+their+resources%3F&question=Which+households+face+the+largest+water-service+burden+relative+to+their+resources%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm bills, coping costs and household-resource definitions before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-10&kind=question&dataset=Which+households+face+the+largest+water-service+burden+relative+to+their+resources%3F&question=Which+households+face+the+largest+water-service+burden+relative+to+their+resources%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-10","/assets/data/question-designs.v1.json#questions/utilities-10"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-11","sector":"utilities","lens":"research","originalWording":"How can service requests reveal recurring missed collections or sanitation failures?","wording":"How can service requests reveal recurring missed collections or sanitation failures?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-11"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How can service requests reveal recurring missed collections or sanitation failures?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Service requests, Resolution events, Service-area links, Operational outcomes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Complaint data is a scope enquiry and is not a full service-quality census.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=utilities-11&kind=question&dataset=How+can+service+requests+reveal+recurring+missed+collections+or+sanitation+failures%3F&question=How+can+service+requests+reveal+recurring+missed+collections+or+sanitation+failures%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Complaint data is a scope enquiry and is not a full service-quality census.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-11&kind=question&dataset=How+can+service+requests+reveal+recurring+missed+collections+or+sanitation+failures%3F&question=How+can+service+requests+reveal+recurring+missed+collections+or+sanitation+failures%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-11","/assets/data/question-designs.v1.json#questions/utilities-11"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"utilities-12","sector":"utilities","lens":"ai","originalWording":"Can an AI support agent answer a utility-related case without inventing household facts?","wording":"Can an AI support agent answer a utility-related case without inventing household facts?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"utilities-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-15"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/utilities-12"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI support agent answer a utility-related case without inventing household facts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic case context, Household and service history, Reference responses","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Generic support scenarios fit; utility type, incident fields and answer labels require confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=utilities-12&kind=question&dataset=Can+an+AI+support+agent+answer+a+utility-related+case+without+inventing+household+facts%3F&question=Can+an+AI+support+agent+answer+a+utility-related+case+without+inventing+household+facts%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Generic support scenarios fit; utility type, incident fields and answer labels require confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=utilities-12&kind=question&dataset=Can+an+AI+support+agent+answer+a+utility-related+case+without+inventing+household+facts%3F&question=Can+an+AI+support+agent+answer+a+utility-related+case+without+inventing+household+facts%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Futilities-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#utilities-12","/assets/data/question-designs.v1.json#questions/utilities-12","/assets/data/product-designs.v1.json#products/ai-15"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-1","sector":"energy","lens":"ml","originalWording":"Which households are likely to use more energy as their circumstances change?","wording":"Which households are likely to use more energy as their circumstances change?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-1"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households are likely to use more energy as their circumstances change?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Consumption history, Dwelling context, Household composition","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the energy measure, interval and forecast horizon; this is synthetic model-development data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=energy-1&kind=question&dataset=Which+households+are+likely+to+use+more+energy+as+their+circumstances+change%3F&question=Which+households+are+likely+to+use+more+energy+as+their+circumstances+change%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fenergy-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the energy measure, interval and forecast horizon; this is synthetic model-development data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-1&kind=question&dataset=Which+households+are+likely+to+use+more+energy+as+their+circumstances+change%3F&question=Which+households+are+likely+to+use+more+energy+as+their+circumstances+change%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fenergy-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-1","/assets/data/question-designs.v1.json#questions/energy-1","/assets/data/product-designs.v1.json#products/ml-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-2","sector":"energy","lens":"research","originalWording":"How does demand differ across dwelling and occupancy patterns?","wording":"How does demand differ across dwelling and occupancy patterns?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-13","ml-18"],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-2"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does demand differ across dwelling and occupancy patterns?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Energy-use history, Dwelling and occupancy attributes, Household size","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare only available building attributes and release coverage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=energy-2&kind=question&dataset=How+does+demand+differ+across+dwelling+and+occupancy+patterns%3F&question=How+does+demand+differ+across+dwelling+and+occupancy+patterns%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare only available building attributes and release coverage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-2&kind=question&dataset=How+does+demand+differ+across+dwelling+and+occupancy+patterns%3F&question=How+does+demand+differ+across+dwelling+and+occupancy+patterns%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-2","/assets/data/question-designs.v1.json#questions/energy-2","/assets/data/product-designs.v1.json#products/general-13","/assets/data/product-designs.v1.json#products/ml-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-3","sector":"energy","lens":"research","originalWording":"How do household formation and residential moves coincide with energy-use changes?","wording":"How do household formation and residential moves coincide with energy-use changes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-13","ml-18"],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-3"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do household formation and residential moves coincide with energy-use changes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Energy observations, Household changes, Dwelling histories","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires compatible dates and joins; coincidence does not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=energy-3&kind=question&dataset=How+do+household+formation+and+residential+moves+coincide+with+energy-use+changes%3F&question=How+do+household+formation+and+residential+moves+coincide+with+energy-use+changes%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires compatible dates and joins; coincidence does not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-3&kind=question&dataset=How+do+household+formation+and+residential+moves+coincide+with+energy-use+changes%3F&question=How+do+household+formation+and+residential+moves+coincide+with+energy-use+changes%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-3","/assets/data/question-designs.v1.json#questions/energy-3","/assets/data/product-designs.v1.json#products/general-13","/assets/data/product-designs.v1.json#products/ml-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-4","sector":"energy","lens":"research","originalWording":"Which households face energy bills that take the largest share of their budget?","wording":"Which households face energy bills that take the largest share of their budget?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-4"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households face energy bills that take the largest share of their budget?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Bills and tariffs, Income or expenditure, Household composition","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Consumption products do not explicitly promise bills or tariffs; confirm those fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=energy-4&kind=question&dataset=Which+households+face+energy+bills+that+take+the+largest+share+of+their+budget%3F&question=Which+households+face+energy+bills+that+take+the+largest+share+of+their+budget%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Consumption products do not explicitly promise bills or tariffs; confirm those fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-4&kind=question&dataset=Which+households+face+energy+bills+that+take+the+largest+share+of+their+budget%3F&question=Which+households+face+energy+bills+that+take+the+largest+share+of+their+budget%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-4","/assets/data/question-designs.v1.json#questions/energy-4"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-5","sector":"energy","lens":"research","originalWording":"Which customers could be most exposed to a tariff increase?","wording":"Which customers could be most exposed to a tariff increase?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-5"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which customers could be most exposed to a tariff increase?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Tariffs, Usage, Income, Support eligibility","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires tariff inputs and stated affordability assumptions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=energy-5&kind=question&dataset=Which+customers+could+be+most+exposed+to+a+tariff+increase%3F&question=Which+customers+could+be+most+exposed+to+a+tariff+increase%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires tariff inputs and stated affordability assumptions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-5&kind=question&dataset=Which+customers+could+be+most+exposed+to+a+tariff+increase%3F&question=Which+customers+could+be+most+exposed+to+a+tariff+increase%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-5","/assets/data/question-designs.v1.json#questions/energy-5"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-6","sector":"energy","lens":"research","originalWording":"Which energy-use patterns coincide with changing financial circumstances?","wording":"Which energy-use patterns coincide with changing financial circumstances?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-6"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which energy-use patterns coincide with changing financial circumstances?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Consumption history, Financial context, Dated household attributes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Financial context is listed; confirm its precision and dates.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=energy-6&kind=question&dataset=Which+energy-use+patterns+coincide+with+changing+financial+circumstances%3F&question=Which+energy-use+patterns+coincide+with+changing+financial+circumstances%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fenergy-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Financial context is listed; confirm its precision and dates.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-6&kind=question&dataset=Which+energy-use+patterns+coincide+with+changing+financial+circumstances%3F&question=Which+energy-use+patterns+coincide+with+changing+financial+circumstances%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fenergy-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-6","/assets/data/question-designs.v1.json#questions/energy-6","/assets/data/product-designs.v1.json#products/ml-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-7","sector":"energy","lens":"research","originalWording":"Which connected households still lack sufficient and reliable electricity?","wording":"Which connected households still lack sufficient and reliable electricity?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-7"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which connected households still lack sufficient and reliable electricity?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Service hours, Outages, Available capacity, Voltage observations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Consumption or connection context cannot establish multidimensional access.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=energy-7&kind=question&dataset=Which+connected+households+still+lack+sufficient+and+reliable+electricity%3F&question=Which+connected+households+still+lack+sufficient+and+reliable+electricity%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Consumption or connection context cannot establish multidimensional access.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-7&kind=question&dataset=Which+connected+households+still+lack+sufficient+and+reliable+electricity%3F&question=Which+connected+households+still+lack+sufficient+and+reliable+electricity%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-7","/assets/data/question-designs.v1.json#questions/energy-7"],"keywords":["reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-8","sector":"energy","lens":"research","originalWording":"Where would connection upgrades remove the greatest service constraints?","wording":"Where would connection upgrades remove the greatest service constraints?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-8"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where would connection upgrades remove the greatest service constraints?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Service constraints, Household location, Engineering options, Costs","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Operational and infrastructure data are outside current focused product claims.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=energy-8&kind=question&dataset=Where+would+connection+upgrades+remove+the+greatest+service+constraints%3F&question=Where+would+connection+upgrades+remove+the+greatest+service+constraints%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Operational and infrastructure data are outside current focused product claims.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-8&kind=question&dataset=Where+would+connection+upgrades+remove+the+greatest+service+constraints%3F&question=Where+would+connection+upgrades+remove+the+greatest+service+constraints%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-8","/assets/data/question-designs.v1.json#questions/energy-8"],"keywords":["reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-9","sector":"energy","lens":"research","originalWording":"How do interruptions change the ways households meet energy needs?","wording":"How do interruptions change the ways households meet energy needs?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-9"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do interruptions change the ways households meet energy needs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Outages, Backup energy and spending, Household activities","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No current SKU explicitly supplies outage and backup-fuel histories.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=energy-9&kind=question&dataset=How+do+interruptions+change+the+ways+households+meet+energy+needs%3F&question=How+do+interruptions+change+the+ways+households+meet+energy+needs%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No current SKU explicitly supplies outage and backup-fuel histories.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-9&kind=question&dataset=How+do+interruptions+change+the+ways+households+meet+energy+needs%3F&question=How+do+interruptions+change+the+ways+households+meet+energy+needs%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-9","/assets/data/question-designs.v1.json#questions/energy-9"],"keywords":["reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-10","sector":"energy","lens":"research","originalWording":"Which homes could benefit most from an efficiency improvement?","wording":"Under agreed building, usage and efficiency assumptions, which homes have the largest estimated reduction in energy use?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"energy-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-10"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Under agreed building, usage and efficiency assumptions, which homes have the largest estimated reduction in energy use?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Building performance, Appliance stock, Energy use, Retrofit costs","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A retrofit appraisal needs additional measurements and scenario inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=energy-10&kind=question&dataset=Under+agreed+building%2C+usage+and+efficiency+assumptions%2C+which+homes+have+the+largest+estimated+reduction+in+energy+use%3F&question=Under+agreed+building%2C+usage+and+efficiency+assumptions%2C+which+homes+have+the+largest+estimated+reduction+in+energy+use%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A retrofit appraisal needs additional measurements and scenario inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-10&kind=question&dataset=Under+agreed+building%2C+usage+and+efficiency+assumptions%2C+which+homes+have+the+largest+estimated+reduction+in+energy+use%3F&question=Under+agreed+building%2C+usage+and+efficiency+assumptions%2C+which+homes+have+the+largest+estimated+reduction+in+energy+use%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-10","/assets/data/question-designs.v1.json#questions/energy-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-11","sector":"energy","lens":"research","originalWording":"Where could electrification or new connections raise local capacity needs?","wording":"Where could electrification or new connections raise local capacity needs?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-11"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where could electrification or new connections raise local capacity needs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Connection scenarios, End-use loads, Network capacity, Locations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No focused SKU promises feeder-level planning or grid capacity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=energy-11&kind=question&dataset=Where+could+electrification+or+new+connections+raise+local+capacity+needs%3F&question=Where+could+electrification+or+new+connections+raise+local+capacity+needs%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","No focused SKU promises feeder-level planning or grid capacity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-11&kind=question&dataset=Where+could+electrification+or+new+connections+raise+local+capacity+needs%3F&question=Where+could+electrification+or+new+connections+raise+local+capacity+needs%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fenergy-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-11","/assets/data/question-designs.v1.json#questions/energy-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"energy-12","sector":"energy","lens":"ml","originalWording":"Can a demand model remain accurate across different household and housing groups?","wording":"Can a demand model remain accurate across different household and housing groups?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"energy-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/energy-12"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a demand model remain accurate across different household and housing groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Energy target, Household and housing groups, Evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm labels and group coverage; synthetic performance is not deployment validation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=energy-12&kind=question&dataset=Can+a+demand+model+remain+accurate+across+different+household+and+housing+groups%3F&question=Can+a+demand+model+remain+accurate+across+different+household+and+housing+groups%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fenergy-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm labels and group coverage; synthetic performance is not deployment validation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=energy-12&kind=question&dataset=Can+a+demand+model+remain+accurate+across+different+household+and+housing+groups%3F&question=Can+a+demand+model+remain+accurate+across+different+household+and+housing+groups%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fenergy-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#energy-12","/assets/data/question-designs.v1.json#questions/energy-12","/assets/data/product-designs.v1.json#products/ml-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-1","sector":"land","lens":"research","originalWording":"Which households are most exposed to housing-cost pressure?","wording":"Which households are most exposed to housing-cost pressure?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-09","ml-08"],"proposedAssociations":[],"pricingBasis":{"productId":"general-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households are most exposed to housing-cost pressure?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Housing costs, Income context, Tenure, Household composition","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and affordability definitions; this is not an eligibility or lending system.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-1&kind=question&dataset=Which+households+are+most+exposed+to+housing-cost+pressure%3F&question=Which+households+are+most+exposed+to+housing-cost+pressure%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fland-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and affordability definitions; this is not an eligibility or lending system.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-1&kind=question&dataset=Which+households+are+most+exposed+to+housing-cost+pressure%3F&question=Which+households+are+most+exposed+to+housing-cost+pressure%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fland-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-1","/assets/data/question-designs.v1.json#questions/land-1","/assets/data/product-designs.v1.json#products/general-09","/assets/data/product-designs.v1.json#products/ml-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-2","sector":"land","lens":"ml","originalWording":"Which households are likely to move from renting into ownership?","wording":"Which households are likely to move from renting into ownership?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-09","research-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households are likely to move from renting into ownership?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Tenure transitions, Financial context, Household and employment histories","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm transition labels, dates and prediction horizons.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-2&kind=question&dataset=Which+households+are+likely+to+move+from+renting+into+ownership%3F&question=Which+households+are+likely+to+move+from+renting+into+ownership%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fland-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm transition labels, dates and prediction horizons.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-2&kind=question&dataset=Which+households+are+likely+to+move+from+renting+into+ownership%3F&question=Which+households+are+likely+to+move+from+renting+into+ownership%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fland-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-2","/assets/data/question-designs.v1.json#questions/land-2","/assets/data/product-designs.v1.json#products/ml-09","/assets/data/product-designs.v1.json#products/research-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-3","sector":"land","lens":"research","originalWording":"How do housing tenure and household finances change together?","wording":"How do housing tenure and household finances change together?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-14"],"proposedAssociations":[],"pricingBasis":{"productId":"research-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do housing tenure and household finances change together?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Tenure, Financial context, Employment and household changes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Supports associations; full balance sheets and causal effects are not promised.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-3&kind=question&dataset=How+do+housing+tenure+and+household+finances+change+together%3F&question=How+do+housing+tenure+and+household+finances+change+together%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fland-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Supports associations; full balance sheets and causal effects are not promised.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-3&kind=question&dataset=How+do+housing+tenure+and+household+finances+change+together%3F&question=How+do+housing+tenure+and+household+finances+change+together%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fland-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-3","/assets/data/question-designs.v1.json#questions/land-3","/assets/data/product-designs.v1.json#products/research-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-4","sector":"land","lens":"research","originalWording":"Which life changes tend to occur before a household moves?","wording":"Which life changes tend to occur before a household moves?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-15","ml-16"],"proposedAssociations":[],"pricingBasis":{"productId":"research-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which life changes tend to occur before a household moves?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Move dates, Household changes, Employment transitions, Tenure","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Temporal ordering requires confirmed dates and does not identify causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-4&kind=question&dataset=Which+life+changes+tend+to+occur+before+a+household+moves%3F&question=Which+life+changes+tend+to+occur+before+a+household+moves%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fland-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Temporal ordering requires confirmed dates and does not identify causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-4&kind=question&dataset=Which+life+changes+tend+to+occur+before+a+household+moves%3F&question=Which+life+changes+tend+to+occur+before+a+household+moves%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fland-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-4","/assets/data/question-designs.v1.json#questions/land-4","/assets/data/product-designs.v1.json#products/research-15","/assets/data/product-designs.v1.json#products/ml-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-5","sector":"land","lens":"research","originalWording":"How is household growth changing the city’s housing context?","wording":"How is household growth changing the city’s housing context?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-14"],"proposedAssociations":[],"pricingBasis":{"productId":"general-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-5"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How is household growth changing the city’s housing context?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated demographic events, Household membership, Housing tenure","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Quantifying unmet housing need requires additional stock and adequacy definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-5&kind=question&dataset=How+is+household+growth+changing+the+city%E2%80%99s+housing+context%3F&question=How+is+household+growth+changing+the+city%E2%80%99s+housing+context%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fland-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Quantifying unmet housing need requires additional stock and adequacy definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-5&kind=question&dataset=How+is+household+growth+changing+the+city%E2%80%99s+housing+context%3F&question=How+is+household+growth+changing+the+city%E2%80%99s+housing+context%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fland-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-5","/assets/data/question-designs.v1.json#questions/land-5","/assets/data/product-designs.v1.json#products/general-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-6","sector":"land","lens":"ai","originalWording":"Can a planning assistant connect housing, travel and land context in one explanation?","wording":"Can a planning assistant connect housing, travel and land context in one explanation?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-6"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a planning assistant connect housing, travel and land context in one explanation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked housing, transport and parcel histories, Reference evidence","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm tasks and labels; a scenario test is not a certified planning recommendation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-6&kind=question&dataset=Can+a+planning+assistant+connect+housing%2C+travel+and+land+context+in+one+explanation%3F&question=Can+a+planning+assistant+connect+housing%2C+travel+and+land+context+in+one+explanation%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fland-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm tasks and labels; a scenario test is not a certified planning recommendation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-6&kind=question&dataset=Can+a+planning+assistant+connect+housing%2C+travel+and+land+context+in+one+explanation%3F&question=Can+a+planning+assistant+connect+housing%2C+travel+and+land+context+in+one+explanation%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fland-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-6","/assets/data/question-designs.v1.json#questions/land-6","/assets/data/product-designs.v1.json#products/ai-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-7","sector":"land","lens":"ml","originalWording":"Which parcels are likely to enter development?","wording":"Which parcels are likely to enter development?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-19"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-7"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which parcels are likely to enter development?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel status and ownership, Development events, Project context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target events, windows and spatial resolution.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-7&kind=question&dataset=Which+parcels+are+likely+to+enter+development%3F&question=Which+parcels+are+likely+to+enter+development%3F&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fland-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target events, windows and spatial resolution.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-7&kind=question&dataset=Which+parcels+are+likely+to+enter+development%3F&question=Which+parcels+are+likely+to+enter+development%3F&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fland-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-7","/assets/data/question-designs.v1.json#questions/land-7","/assets/data/product-designs.v1.json#products/ml-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-8","sector":"land","lens":"research","originalWording":"What sequences of ownership, use and project activity precede development?","wording":"What sequences of ownership, use and project activity precede development?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-16"],"proposedAssociations":[],"pricingBasis":{"productId":"general-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-8"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What sequences of ownership, use and project activity precede development?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel history, Ownership and use transitions, Project lifecycle","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Describes synthetic sequences; permits and compliance need separate sources.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-8&kind=question&dataset=What+sequences+of+ownership%2C+use+and+project+activity+precede+development%3F&question=What+sequences+of+ownership%2C+use+and+project+activity+precede+development%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fland-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Describes synthetic sequences; permits and compliance need separate sources.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-8&kind=question&dataset=What+sequences+of+ownership%2C+use+and+project+activity+precede+development%3F&question=What+sequences+of+ownership%2C+use+and+project+activity+precede+development%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fland-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-8","/assets/data/question-designs.v1.json#questions/land-8","/assets/data/product-designs.v1.json#products/general-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-9","sector":"land","lens":"research","originalWording":"How does land access relate to later business expansion?","wording":"How does land access relate to later business expansion?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-18"],"proposedAssociations":[],"pricingBasis":{"productId":"research-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-9"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does land access relate to later business expansion?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Land-business links, Workforce and financial trajectories, Development events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Study associations; this does not establish returns caused by land acquisition.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-9&kind=question&dataset=How+does+land+access+relate+to+later+business+expansion%3F&question=How+does+land+access+relate+to+later+business+expansion%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fland-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Study associations; this does not establish returns caused by land acquisition.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-9&kind=question&dataset=How+does+land+access+relate+to+later+business+expansion%3F&question=How+does+land+access+relate+to+later+business+expansion%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fland-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-9","/assets/data/question-designs.v1.json#questions/land-9","/assets/data/product-designs.v1.json#products/research-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-10","sector":"land","lens":"research","originalWording":"Which residents have documented or perceived insecurity in their land rights?","wording":"Which residents have explicitly recorded evidence or self-reports of land-rights insecurity, with those measures kept separate?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"land-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-10"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which residents have explicitly recorded evidence or self-reports of land-rights insecurity, with those measures kept separate?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Tenure documentation, Perceived security, Demographic groups","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Ownership history does not establish legal rights or perceived security; scope these variables.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=land-10&kind=question&dataset=Which+residents+have+explicitly+recorded+evidence+or+self-reports+of+land-rights+insecurity%2C+with+those+measures+kept+separate%3F&question=Which+residents+have+explicitly+recorded+evidence+or+self-reports+of+land-rights+insecurity%2C+with+those+measures+kept+separate%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fland-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Ownership history does not establish legal rights or perceived security; scope these variables.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-10&kind=question&dataset=Which+residents+have+explicitly+recorded+evidence+or+self-reports+of+land-rights+insecurity%2C+with+those+measures+kept+separate%3F&question=Which+residents+have+explicitly+recorded+evidence+or+self-reports+of+land-rights+insecurity%2C+with+those+measures+kept+separate%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fland-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-10","/assets/data/question-designs.v1.json#questions/land-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-11","sector":"land","lens":"research","originalWording":"Which housing locations combine cost pressure with poor access to opportunities?","wording":"Which housing locations combine cost pressure with poor access to opportunities?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-11"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which housing locations combine cost pressure with poor access to opportunities?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Housing costs, Income, Travel-time networks, Jobs and services","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires compatible joint affordability and accessibility data; separate products do not guarantee this.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=land-11&kind=question&dataset=Which+housing+locations+combine+cost+pressure+with+poor+access+to+opportunities%3F&question=Which+housing+locations+combine+cost+pressure+with+poor+access+to+opportunities%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fland-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires compatible joint affordability and accessibility data; separate products do not guarantee this.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-11&kind=question&dataset=Which+housing+locations+combine+cost+pressure+with+poor+access+to+opportunities%3F&question=Which+housing+locations+combine+cost+pressure+with+poor+access+to+opportunities%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fland-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-11","/assets/data/question-designs.v1.json#questions/land-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"land-12","sector":"land","lens":"research","originalWording":"Which tenure changes are followed by investment in land or buildings?","wording":"Which tenure changes are followed by investment in land or buildings?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"land-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-16","research-18"],"proposedAssociations":[],"pricingBasis":{"productId":"general-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/land-12"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which tenure changes are followed by investment in land or buildings?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Ownership transitions, Project dates, Business context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Sequences fit the extracts; investment amounts and causal claims need confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=land-12&kind=question&dataset=Which+tenure+changes+are+followed+by+investment+in+land+or+buildings%3F&question=Which+tenure+changes+are+followed+by+investment+in+land+or+buildings%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fland-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Sequences fit the extracts; investment amounts and causal claims need confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=land-12&kind=question&dataset=Which+tenure+changes+are+followed+by+investment+in+land+or+buildings%3F&question=Which+tenure+changes+are+followed+by+investment+in+land+or+buildings%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fland-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#land-12","/assets/data/question-designs.v1.json#questions/land-12","/assets/data/product-designs.v1.json#products/general-16","/assets/data/product-designs.v1.json#products/research-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-1","sector":"transport","lens":"research","originalWording":"How might travel demand change as people move home or change jobs?","wording":"How might travel demand change as people move home or change jobs?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-1"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How might travel demand change as people move home or change jobs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Commute histories, Home-work relationships, Employment transitions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm dates, targets and forecast horizon; route-level capacity is not implied.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=transport-1&kind=question&dataset=How+might+travel+demand+change+as+people+move+home+or+change+jobs%3F&question=How+might+travel+demand+change+as+people+move+home+or+change+jobs%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Ftransport-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm dates, targets and forecast horizon; route-level capacity is not implied.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-1&kind=question&dataset=How+might+travel+demand+change+as+people+move+home+or+change+jobs%3F&question=How+might+travel+demand+change+as+people+move+home+or+change+jobs%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Ftransport-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-1","/assets/data/question-designs.v1.json#questions/transport-1","/assets/data/product-designs.v1.json#products/ml-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-2","sector":"transport","lens":"research","originalWording":"How do commuting patterns differ across households and work situations?","wording":"How do commuting patterns differ across households and work situations?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-12"],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-2"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do commuting patterns differ across households and work situations?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Commute context, Employment, Household composition","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm which mode, duration or distance fields are actually included.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=transport-2&kind=question&dataset=How+do+commuting+patterns+differ+across+households+and+work+situations%3F&question=How+do+commuting+patterns+differ+across+households+and+work+situations%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm which mode, duration or distance fields are actually included.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-2&kind=question&dataset=How+do+commuting+patterns+differ+across+households+and+work+situations%3F&question=How+do+commuting+patterns+differ+across+households+and+work+situations%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-2","/assets/data/question-designs.v1.json#questions/transport-2","/assets/data/product-designs.v1.json#products/general-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-3","sector":"transport","lens":"research","originalWording":"Which home-work relationships are associated with different demand patterns?","wording":"Which home-work relationships are associated with different demand patterns?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-17","general-12"],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-3"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which home-work relationships are associated with different demand patterns?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Home-work relationships, Trip context, Dated work changes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree geography and frequency; synthetic patterns are not observed local ridership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=transport-3&kind=question&dataset=Which+home-work+relationships+are+associated+with+different+demand+patterns%3F&question=Which+home-work+relationships+are+associated+with+different+demand+patterns%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree geography and frequency; synthetic patterns are not observed local ridership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-3&kind=question&dataset=Which+home-work+relationships+are+associated+with+different+demand+patterns%3F&question=Which+home-work+relationships+are+associated+with+different+demand+patterns%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-3","/assets/data/question-designs.v1.json#questions/transport-3","/assets/data/product-designs.v1.json#products/ml-17","/assets/data/product-designs.v1.json#products/general-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-4","sector":"transport","lens":"research","originalWording":"How does transport access relate to entering, keeping or changing a job?","wording":"How does transport access relate to entering, keeping or changing a job?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-16"],"proposedAssociations":[],"pricingBasis":{"productId":"research-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-4"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does transport access relate to entering, keeping or changing a job?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Transport access, Employment spells, Household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Linked histories support associations; causal effects need a separate design.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=transport-4&kind=question&dataset=How+does+transport+access+relate+to+entering%2C+keeping+or+changing+a+job%3F&question=How+does+transport+access+relate+to+entering%2C+keeping+or+changing+a+job%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Ftransport-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Linked histories support associations; causal effects need a separate design.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-4&kind=question&dataset=How+does+transport+access+relate+to+entering%2C+keeping+or+changing+a+job%3F&question=How+does+transport+access+relate+to+entering%2C+keeping+or+changing+a+job%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Ftransport-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-4","/assets/data/question-designs.v1.json#questions/transport-4","/assets/data/product-designs.v1.json#products/research-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-5","sector":"transport","lens":"research","originalWording":"How do access and employment patterns vary between household groups?","wording":"How do access and employment patterns vary between household groups?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-16"],"proposedAssociations":[],"pricingBasis":{"productId":"research-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-5"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do access and employment patterns vary between household groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Household composition, Transport access, Work transitions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm subgroup coverage and consistent observation periods.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=transport-5&kind=question&dataset=How+do+access+and+employment+patterns+vary+between+household+groups%3F&question=How+do+access+and+employment+patterns+vary+between+household+groups%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Ftransport-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm subgroup coverage and consistent observation periods.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-5&kind=question&dataset=How+do+access+and+employment+patterns+vary+between+household+groups%3F&question=How+do+access+and+employment+patterns+vary+between+household+groups%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Ftransport-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-5","/assets/data/question-designs.v1.json#questions/transport-5","/assets/data/product-designs.v1.json#products/research-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-6","sector":"transport","lens":"research","originalWording":"How many jobs can residents reach within a practical travel-time budget?","wording":"How many jobs can residents reach within a practical travel-time budget?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-6"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How many jobs can residents reach within a practical travel-time budget?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Street and transit networks, Schedules, Job locations, Travel-time assumptions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","An access label cannot replace a full accessibility network.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=transport-6&kind=question&dataset=How+many+jobs+can+residents+reach+within+a+practical+travel-time+budget%3F&question=How+many+jobs+can+residents+reach+within+a+practical+travel-time+budget%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","An access label cannot replace a full accessibility network.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-6&kind=question&dataset=How+many+jobs+can+residents+reach+within+a+practical+travel-time+budget%3F&question=How+many+jobs+can+residents+reach+within+a+practical+travel-time+budget%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-6","/assets/data/question-designs.v1.json#questions/transport-6"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-7","sector":"transport","lens":"research","originalWording":"Which neighbourhoods lack convenient access to a public-transport stop?","wording":"Which neighbourhoods lack convenient access to a public-transport stop?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-7"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which neighbourhoods lack convenient access to a public-transport stop?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stop locations, Pedestrian network, Population distribution","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Geospatial network coverage is not promised by current commute extracts.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=transport-7&kind=question&dataset=Which+neighbourhoods+lack+convenient+access+to+a+public-transport+stop%3F&question=Which+neighbourhoods+lack+convenient+access+to+a+public-transport+stop%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Geospatial network coverage is not promised by current commute extracts.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-7&kind=question&dataset=Which+neighbourhoods+lack+convenient+access+to+a+public-transport+stop%3F&question=Which+neighbourhoods+lack+convenient+access+to+a+public-transport+stop%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-7","/assets/data/question-designs.v1.json#questions/transport-7"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-8","sector":"transport","lens":"research","originalWording":"Which groups face fare, physical-access or service-frequency barriers?","wording":"Which groups face fare, physical-access or service-frequency barriers?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-8"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which groups face fare, physical-access or service-frequency barriers?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Fares, Accessibility needs, Schedules, Household resources","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm each barrier measure; stop proximity alone is insufficient.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=transport-8&kind=question&dataset=Which+groups+face+fare%2C+physical-access+or+service-frequency+barriers%3F&question=Which+groups+face+fare%2C+physical-access+or+service-frequency+barriers%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm each barrier measure; stop proximity alone is insufficient.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-8&kind=question&dataset=Which+groups+face+fare%2C+physical-access+or+service-frequency+barriers%3F&question=Which+groups+face+fare%2C+physical-access+or+service-frequency+barriers%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-8","/assets/data/question-designs.v1.json#questions/transport-8"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-9","sector":"transport","lens":"research","originalWording":"Where would a new route or more frequent service improve access most?","wording":"Where would a new route or more frequent service improve access most?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-9"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where would a new route or more frequent service improve access most?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Routes and timetables, Demand, Destinations, Scenario costs","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","This is a network-planning enquiry, not an existing route-optimisation SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=transport-9&kind=question&dataset=Where+would+a+new+route+or+more+frequent+service+improve+access+most%3F&question=Where+would+a+new+route+or+more+frequent+service+improve+access+most%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","This is a network-planning enquiry, not an existing route-optimisation SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-9&kind=question&dataset=Where+would+a+new+route+or+more+frequent+service+improve+access+most%3F&question=Where+would+a+new+route+or+more+frequent+service+improve+access+most%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-9","/assets/data/question-designs.v1.json#questions/transport-9"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-10","sector":"transport","lens":"ai","originalWording":"Can an urban-planning assistant explain transport and housing trade-offs from linked records?","wording":"Can an urban-planning assistant explain transport and housing trade-offs from linked records?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-10"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an urban-planning assistant explain transport and housing trade-offs from linked records?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Housing and travel context, Parcel history, Reference evidence","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm trade-offs and reference labels for grounded scenario evaluation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=transport-10&kind=question&dataset=Can+an+urban-planning+assistant+explain+transport+and+housing+trade-offs+from+linked+records%3F&question=Can+an+urban-planning+assistant+explain+transport+and+housing+trade-offs+from+linked+records%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Ftransport-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm trade-offs and reference labels for grounded scenario evaluation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-10&kind=question&dataset=Can+an+urban-planning+assistant+explain+transport+and+housing+trade-offs+from+linked+records%3F&question=Can+an+urban-planning+assistant+explain+transport+and+housing+trade-offs+from+linked+records%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Ftransport-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-10","/assets/data/question-designs.v1.json#questions/transport-10","/assets/data/product-designs.v1.json#products/ai-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-11","sector":"transport","lens":"ml","originalWording":"Can a demand model generalise across changing household and employment circumstances?","wording":"Can a demand model generalise across changing household and employment circumstances?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"transport-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-11"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a demand model generalise across changing household and employment circumstances?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Trip target, Dated household and work transitions, Evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cohort coverage; synthetic evaluation does not certify a live forecast.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=transport-11&kind=question&dataset=Can+a+demand+model+generalise+across+changing+household+and+employment+circumstances%3F&question=Can+a+demand+model+generalise+across+changing+household+and+employment+circumstances%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Ftransport-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cohort coverage; synthetic evaluation does not certify a live forecast.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-11&kind=question&dataset=Can+a+demand+model+generalise+across+changing+household+and+employment+circumstances%3F&question=Can+a+demand+model+generalise+across+changing+household+and+employment+circumstances%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Ftransport-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-11","/assets/data/question-designs.v1.json#questions/transport-11","/assets/data/product-designs.v1.json#products/ml-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"transport-12","sector":"transport","lens":"research","originalWording":"How would an investment change crashes, emissions or travel costs?","wording":"Under agreed scenario assumptions, how do estimated crashes, emissions or travel costs compare with a specified investment baseline?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"transport-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/transport-12"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Under agreed scenario assumptions, how do estimated crashes, emissions or travel costs compare with a specified investment baseline?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Baseline and scenario networks, Safety events, Emissions factors, Fares and costs","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires extra data and explicit appraisal assumptions beyond commute histories.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=transport-12&kind=question&dataset=Under+agreed+scenario+assumptions%2C+how+do+estimated+crashes%2C+emissions+or+travel+costs+compare+with+a+specified+investment+baseline%3F&question=Under+agreed+scenario+assumptions%2C+how+do+estimated+crashes%2C+emissions+or+travel+costs+compare+with+a+specified+investment+baseline%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires extra data and explicit appraisal assumptions beyond commute histories.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=transport-12&kind=question&dataset=Under+agreed+scenario+assumptions%2C+how+do+estimated+crashes%2C+emissions+or+travel+costs+compare+with+a+specified+investment+baseline%3F&question=Under+agreed+scenario+assumptions%2C+how+do+estimated+crashes%2C+emissions+or+travel+costs+compare+with+a+specified+investment+baseline%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Ftransport-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#transport-12","/assets/data/question-designs.v1.json#questions/transport-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-10-q1","sector":"health","lens":"ml","originalWording":"How many healthcare encounters are recorded in the next six or twelve months?","wording":"How many healthcare encounters are recorded in the next six or twelve months?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-10-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-10"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-10-q1"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How many healthcare encounters are recorded in the next six or twelve months?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm encounter definitions, complete follow-up and insurance timing. Recorded use is not clinical need, and synthetic performance does not establish clinical validity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","CitizenId","ObservationDate","EncounterCountNext12M","AnyHealthcareUseNext12M","InpatientAdmissionNext12M"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["The reference supplies 12-month outcomes; a 6-month target is not a released panel field.","Question-specific model, protocol and performance metrics remain unverified."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-10-q1&kind=question&dataset=How+many+healthcare+encounters+are+recorded+in+the+next+six+or+twelve+months%3F&question=How+many+healthcare+encounters+are+recorded+in+the+next+six+or+twelve+months%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fml-10-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm encounter definitions, complete follow-up and insurance timing. Recorded use is not clinical need, and synthetic performance does not establish clinical validity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-10-q1&kind=question&dataset=How+many+healthcare+encounters+are+recorded+in+the+next+six+or+twelve+months%3F&question=How+many+healthcare+encounters+are+recorded+in+the+next+six+or+twelve+months%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fml-10-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-10-q1","/assets/data/question-designs.v1.json#questions/ml-10-q1","/assets/data/product-designs.v1.json#products/ml-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-10-q2","sector":"health","lens":"ml","originalWording":"Which care histories are followed by repeated use of the same care setting?","wording":"Which care histories are followed by repeated use of the same care setting?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-10-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-10"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-10-q2"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which care histories are followed by repeated use of the same care setting?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm encounter definitions, complete follow-up and insurance timing. Recorded use is not clinical need, and synthetic performance does not establish clinical validity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","ObservationDate","PriorInpatientCount12M","PriorEmergencyCount12M","EncounterCountNext12M"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Repeated next-period use of a specific setting is not a dedicated released label; needs appropriately dated encounter-level outcome construction."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-10-q2&kind=question&dataset=Which+care+histories+are+followed+by+repeated+use+of+the+same+care+setting%3F&question=Which+care+histories+are+followed+by+repeated+use+of+the+same+care+setting%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fml-10-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm encounter definitions, complete follow-up and insurance timing. Recorded use is not clinical need, and synthetic performance does not establish clinical validity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-10-q2&kind=question&dataset=Which+care+histories+are+followed+by+repeated+use+of+the+same+care+setting%3F&question=Which+care+histories+are+followed+by+repeated+use+of+the+same+care+setting%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fml-10-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-10-q2","/assets/data/question-designs.v1.json#questions/ml-10-q2","/assets/data/product-designs.v1.json#products/ml-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-10-q3","sector":"health","lens":"ml","originalWording":"How do forecast errors differ across age and coverage groups?","wording":"How do forecast errors differ across age and coverage groups?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-10-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-10"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-10-q3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do forecast errors differ across age and coverage groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm encounter definitions, complete follow-up and insurance timing. Recorded use is not clinical need, and synthetic performance does not establish clinical validity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","ObservationDate","CurrentAge","IsCoveredAsOfObservation","EncounterCountNext12M"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["No frozen predictions, model version or group-specific error/calibration scores verified for this question."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-10-q3&kind=question&dataset=How+do+forecast+errors+differ+across+age+and+coverage+groups%3F&question=How+do+forecast+errors+differ+across+age+and+coverage+groups%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fml-10-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm encounter definitions, complete follow-up and insurance timing. Recorded use is not clinical need, and synthetic performance does not establish clinical validity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-10-q3&kind=question&dataset=How+do+forecast+errors+differ+across+age+and+coverage+groups%3F&question=How+do+forecast+errors+differ+across+age+and+coverage+groups%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fml-10-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-10-q3","/assets/data/question-designs.v1.json#questions/ml-10-q3","/assets/data/product-designs.v1.json#products/ml-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-10-q4","sector":"health","lens":"ml","originalWording":"Do forecasts remain reliable when tested on a later observation period?","wording":"Do forecasts remain reliable when tested on a later observation period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-10-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-10"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-10-q4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do forecasts remain reliable when tested on a later observation period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm encounter definitions, complete follow-up and insurance timing. Recorded use is not clinical need, and synthetic performance does not establish clinical validity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-10","referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-longitudinal-healthcare-utilization","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","CitizenId","ObservationDate","SplitName","EncounterCountNext12M"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["A later-period forecasting protocol, model trained strictly earlier and actual holdout scores remain unverified.","A supplied split column alone does not prove temporal forecasting evaluation."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The balanced panel selects residents present at all three dates, excluding later births and introducing survivorship bias; it does not estimate mortality.","WardId uses current ward, historical self-employment uses an approximation, and out-migration censoring is not modelled.","Synthetic temporal shifts and absolute healthcare-use levels are not calibrated empirical Nairobi trends; HLT-UTILCAL-001 remains open.","HouseholdSize is unresolved in 7.63% of released panel rows.","Public companions do not contain the full diagnosis and chronic-condition fact sets; reconstruction of those measures is not claimed.","The eight visit/prescription-derived measures were reconciled against supplied companions across this 30,000-row public panel. Those targeted checks do not certify the full parent dataset, reconstruct all diagnosis/chronic-condition facts or define a future custom order."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-10-q4&kind=question&dataset=Do+forecasts+remain+reliable+when+tested+on+a+later+observation+period%3F&question=Do+forecasts+remain+reliable+when+tested+on+a+later+observation+period%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fml-10-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-10"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm encounter definitions, complete follow-up and insurance timing. Recorded use is not clinical need, and synthetic performance does not establish clinical validity.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-10-q4&kind=question&dataset=Do+forecasts+remain+reliable+when+tested+on+a+later+observation+period%3F&question=Do+forecasts+remain+reliable+when+tested+on+a+later+observation+period%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fml-10-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-10-q4","/assets/data/question-designs.v1.json#questions/ml-10-q4","/assets/data/product-designs.v1.json#products/ml-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-11-q1","sector":"health","lens":"ml","originalWording":"Which histories precede a specified recorded progression event?","wording":"Which histories precede a specified recorded progression event?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-11-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-11"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-11-q1"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which histories precede a specified recorded progression event?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define the condition, event label and follow-up before modelling. Verify diagnostic and progression coding; this is not a validated clinical risk tool.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-11-q1&kind=question&dataset=Which+histories+precede+a+specified+recorded+progression+event%3F&question=Which+histories+precede+a+specified+recorded+progression+event%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-11-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define the condition, event label and follow-up before modelling. Verify diagnostic and progression coding; this is not a validated clinical risk tool.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-11-q1&kind=question&dataset=Which+histories+precede+a+specified+recorded+progression+event%3F&question=Which+histories+precede+a+specified+recorded+progression+event%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-11-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-11-q1","/assets/data/question-designs.v1.json#questions/ml-11-q1","/assets/data/product-designs.v1.json#products/ml-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-11-q2","sector":"health","lens":"ml","originalWording":"How long is the interval from the first recorded diagnosis to that event?","wording":"How long is the interval from the first recorded diagnosis to that event?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-11-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-11"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-11-q2"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long is the interval from the first recorded diagnosis to that event?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define the condition, event label and follow-up before modelling. Verify diagnostic and progression coding; this is not a validated clinical risk tool.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-11-q2&kind=question&dataset=How+long+is+the+interval+from+the+first+recorded+diagnosis+to+that+event%3F&question=How+long+is+the+interval+from+the+first+recorded+diagnosis+to+that+event%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-11-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define the condition, event label and follow-up before modelling. Verify diagnostic and progression coding; this is not a validated clinical risk tool.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-11-q2&kind=question&dataset=How+long+is+the+interval+from+the+first+recorded+diagnosis+to+that+event%3F&question=How+long+is+the+interval+from+the+first+recorded+diagnosis+to+that+event%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-11-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-11-q2","/assets/data/question-designs.v1.json#questions/ml-11-q2","/assets/data/product-designs.v1.json#products/ml-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-11-q3","sector":"health","lens":"ml","originalWording":"Does recent care history add value beyond age and earlier diagnoses?","wording":"Does recent care history add value beyond age and earlier diagnoses?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-11-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-11"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-11-q3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does recent care history add value beyond age and earlier diagnoses?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define the condition, event label and follow-up before modelling. Verify diagnostic and progression coding; this is not a validated clinical risk tool.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-11-q3&kind=question&dataset=Does+recent+care+history+add+value+beyond+age+and+earlier+diagnoses%3F&question=Does+recent+care+history+add+value+beyond+age+and+earlier+diagnoses%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-11-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define the condition, event label and follow-up before modelling. Verify diagnostic and progression coding; this is not a validated clinical risk tool.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-11-q3&kind=question&dataset=Does+recent+care+history+add+value+beyond+age+and+earlier+diagnoses%3F&question=Does+recent+care+history+add+value+beyond+age+and+earlier+diagnoses%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-11-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-11-q3","/assets/data/question-designs.v1.json#questions/ml-11-q3","/assets/data/product-designs.v1.json#products/ml-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-11-q4","sector":"health","lens":"ml","originalWording":"Do results hold for later diagnosis cohorts without using future encounters?","wording":"Do results hold for later diagnosis cohorts without using future encounters?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-11-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-11"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-11-q4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do results hold for later diagnosis cohorts without using future encounters?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define the condition, event label and follow-up before modelling. Verify diagnostic and progression coding; this is not a validated clinical risk tool.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-11-q4&kind=question&dataset=Do+results+hold+for+later+diagnosis+cohorts+without+using+future+encounters%3F&question=Do+results+hold+for+later+diagnosis+cohorts+without+using+future+encounters%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-11-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define the condition, event label and follow-up before modelling. Verify diagnostic and progression coding; this is not a validated clinical risk tool.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-11-q4&kind=question&dataset=Do+results+hold+for+later+diagnosis+cohorts+without+using+future+encounters%3F&question=Do+results+hold+for+later+diagnosis+cohorts+without+using+future+encounters%3F&domains=Health%2C+Demographics%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-11-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-11-q4","/assets/data/question-designs.v1.json#questions/ml-11-q4","/assets/data/product-designs.v1.json#products/ml-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-12-q1","sector":"health","lens":"ml","originalWording":"Who has fewer recorded contacts during a defined stage of maternity care?","wording":"Who has fewer recorded contacts during a defined stage of maternity care?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-12-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-12"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-12-q1"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who has fewer recorded contacts during a defined stage of maternity care?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm pregnancy episodes, gestational timing, care stages and denominators. Do not infer clinical need or maternal outcomes from encounter counts alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-12-q1&kind=question&dataset=Who+has+fewer+recorded+contacts+during+a+defined+stage+of+maternity+care%3F&question=Who+has+fewer+recorded+contacts+during+a+defined+stage+of+maternity+care%3F&domains=Health%2C+Households%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fml-12-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm pregnancy episodes, gestational timing, care stages and denominators. Do not infer clinical need or maternal outcomes from encounter counts alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-12-q1&kind=question&dataset=Who+has+fewer+recorded+contacts+during+a+defined+stage+of+maternity+care%3F&question=Who+has+fewer+recorded+contacts+during+a+defined+stage+of+maternity+care%3F&domains=Health%2C+Households%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fml-12-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-12-q1","/assets/data/question-designs.v1.json#questions/ml-12-q1","/assets/data/product-designs.v1.json#products/ml-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-12-q2","sector":"health","lens":"ml","originalWording":"Which earlier care and coverage patterns precede a gap in follow-up?","wording":"Which earlier care and coverage patterns precede a gap in follow-up?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-12-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-12"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-12-q2"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which earlier care and coverage patterns precede a gap in follow-up?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm pregnancy episodes, gestational timing, care stages and denominators. Do not infer clinical need or maternal outcomes from encounter counts alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-12-q2&kind=question&dataset=Which+earlier+care+and+coverage+patterns+precede+a+gap+in+follow-up%3F&question=Which+earlier+care+and+coverage+patterns+precede+a+gap+in+follow-up%3F&domains=Health%2C+Households%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fml-12-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm pregnancy episodes, gestational timing, care stages and denominators. Do not infer clinical need or maternal outcomes from encounter counts alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-12-q2&kind=question&dataset=Which+earlier+care+and+coverage+patterns+precede+a+gap+in+follow-up%3F&question=Which+earlier+care+and+coverage+patterns+precede+a+gap+in+follow-up%3F&domains=Health%2C+Households%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fml-12-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-12-q2","/assets/data/question-designs.v1.json#questions/ml-12-q2","/assets/data/product-designs.v1.json#products/ml-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-12-q3","sector":"health","lens":"ml","originalWording":"How do predictions differ across household circumstances?","wording":"How do predictions differ across household circumstances?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-12-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-12"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-12-q3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do predictions differ across household circumstances?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm pregnancy episodes, gestational timing, care stages and denominators. Do not infer clinical need or maternal outcomes from encounter counts alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-12-q3&kind=question&dataset=How+do+predictions+differ+across+household+circumstances%3F&question=How+do+predictions+differ+across+household+circumstances%3F&domains=Health%2C+Households%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fml-12-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm pregnancy episodes, gestational timing, care stages and denominators. Do not infer clinical need or maternal outcomes from encounter counts alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-12-q3&kind=question&dataset=How+do+predictions+differ+across+household+circumstances%3F&question=How+do+predictions+differ+across+household+circumstances%3F&domains=Health%2C+Households%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fml-12-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-12-q3","/assets/data/question-designs.v1.json#questions/ml-12-q3","/assets/data/product-designs.v1.json#products/ml-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-12-q4","sector":"health","lens":"ml","originalWording":"Do models remain reliable for pregnancy episodes observed in a later period?","wording":"Do models remain reliable for pregnancy episodes observed in a later period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-12-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-12"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-12-q4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do models remain reliable for pregnancy episodes observed in a later period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm pregnancy episodes, gestational timing, care stages and denominators. Do not infer clinical need or maternal outcomes from encounter counts alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-12-q4&kind=question&dataset=Do+models+remain+reliable+for+pregnancy+episodes+observed+in+a+later+period%3F&question=Do+models+remain+reliable+for+pregnancy+episodes+observed+in+a+later+period%3F&domains=Health%2C+Households%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fml-12-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm pregnancy episodes, gestational timing, care stages and denominators. Do not infer clinical need or maternal outcomes from encounter counts alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-12-q4&kind=question&dataset=Do+models+remain+reliable+for+pregnancy+episodes+observed+in+a+later+period%3F&question=Do+models+remain+reliable+for+pregnancy+episodes+observed+in+a+later+period%3F&domains=Health%2C+Households%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fml-12-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-12-q4","/assets/data/question-designs.v1.json#questions/ml-12-q4","/assets/data/product-designs.v1.json#products/ml-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-03-q1","sector":"health","lens":"ai","originalWording":"Can an assistant summarize the recorded care history without adding a diagnosis?","wording":"Can an assistant summarize the recorded care history without adding a diagnosis?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-03-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-03"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-03-q1"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant summarize the recorded care history without adding a diagnosis?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use supplied records as the factual boundary. Confirm the available narrative format and evaluation references; no clinical advice or diagnostic validity is established.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-03-q1&kind=question&dataset=Can+an+assistant+summarize+the+recorded+care+history+without+adding+a+diagnosis%3F&question=Can+an+assistant+summarize+the+recorded+care+history+without+adding+a+diagnosis%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fai-03-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use supplied records as the factual boundary. Confirm the available narrative format and evaluation references; no clinical advice or diagnostic validity is established.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-03-q1&kind=question&dataset=Can+an+assistant+summarize+the+recorded+care+history+without+adding+a+diagnosis%3F&question=Can+an+assistant+summarize+the+recorded+care+history+without+adding+a+diagnosis%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fai-03-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-03-q1","/assets/data/question-designs.v1.json#questions/ai-03-q1","/assets/data/product-designs.v1.json#products/ai-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-03-q2","sector":"health","lens":"ai","originalWording":"Can it explain changes in care and coverage while preserving their dates?","wording":"Can an AI assistant explain changes in care and coverage while preserving their dates?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-03-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-03"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-03-q2"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant explain changes in care and coverage while preserving their dates?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use supplied records as the factual boundary. Confirm the available narrative format and evaluation references; no clinical advice or diagnostic validity is established.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-03-q2&kind=question&dataset=Can+an+AI+assistant+explain+changes+in+care+and+coverage+while+preserving+their+dates%3F&question=Can+an+AI+assistant+explain+changes+in+care+and+coverage+while+preserving+their+dates%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fai-03-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use supplied records as the factual boundary. Confirm the available narrative format and evaluation references; no clinical advice or diagnostic validity is established.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-03-q2&kind=question&dataset=Can+an+AI+assistant+explain+changes+in+care+and+coverage+while+preserving+their+dates%3F&question=Can+an+AI+assistant+explain+changes+in+care+and+coverage+while+preserving+their+dates%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fai-03-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-03-q2","/assets/data/question-designs.v1.json#questions/ai-03-q2","/assets/data/product-designs.v1.json#products/ai-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-03-q3","sector":"health","lens":"ai","originalWording":"Can it separate documented facts from information the records do not contain?","wording":"Can an AI assistant separate documented facts from information the records do not contain?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-03-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-03"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-03-q3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant separate documented facts from information the records do not contain?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use supplied records as the factual boundary. Confirm the available narrative format and evaluation references; no clinical advice or diagnostic validity is established.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-03-q3&kind=question&dataset=Can+an+AI+assistant+separate+documented+facts+from+information+the+records+do+not+contain%3F&question=Can+an+AI+assistant+separate+documented+facts+from+information+the+records+do+not+contain%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fai-03-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use supplied records as the factual boundary. Confirm the available narrative format and evaluation references; no clinical advice or diagnostic validity is established.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-03-q3&kind=question&dataset=Can+an+AI+assistant+separate+documented+facts+from+information+the+records+do+not+contain%3F&question=Can+an+AI+assistant+separate+documented+facts+from+information+the+records+do+not+contain%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fai-03-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-03-q3","/assets/data/question-designs.v1.json#questions/ai-03-q3","/assets/data/product-designs.v1.json#products/ai-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-03-q4","sector":"health","lens":"ai","originalWording":"Does each important statement remain traceable to a supplied record?","wording":"Does each important statement remain traceable to a supplied record?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-03-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-03"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-03-q4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does each important statement remain traceable to a supplied record?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use supplied records as the factual boundary. Confirm the available narrative format and evaluation references; no clinical advice or diagnostic validity is established.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-03-q4&kind=question&dataset=Does+each+important+statement+remain+traceable+to+a+supplied+record%3F&question=Does+each+important+statement+remain+traceable+to+a+supplied+record%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fai-03-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use supplied records as the factual boundary. Confirm the available narrative format and evaluation references; no clinical advice or diagnostic validity is established.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-03-q4&kind=question&dataset=Does+each+important+statement+remain+traceable+to+a+supplied+record%3F&question=Does+each+important+statement+remain+traceable+to+a+supplied+record%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fai-03-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-03-q4","/assets/data/question-designs.v1.json#questions/ai-03-q4","/assets/data/product-designs.v1.json#products/ai-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-08-q1","sector":"health","lens":"ai","originalWording":"Can an assistant place documented encounters and diagnoses in the correct order?","wording":"Can an assistant place documented encounters and diagnoses in the correct order?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-08-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-08"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-08-q1"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant place documented encounters and diagnoses in the correct order?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Event-versus-report-date evaluation requires both fields, which are not confirmed by broad catalogue metadata. Verify extraction labels and avoid invented clinical conclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-08-q1&kind=question&dataset=Can+an+assistant+place+documented+encounters+and+diagnoses+in+the+correct+order%3F&question=Can+an+assistant+place+documented+encounters+and+diagnoses+in+the+correct+order%3F&domains=Health%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fai-08-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Event-versus-report-date evaluation requires both fields, which are not confirmed by broad catalogue metadata. Verify extraction labels and avoid invented clinical conclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-08-q1&kind=question&dataset=Can+an+assistant+place+documented+encounters+and+diagnoses+in+the+correct+order%3F&question=Can+an+assistant+place+documented+encounters+and+diagnoses+in+the+correct+order%3F&domains=Health%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fai-08-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-08-q1","/assets/data/question-designs.v1.json#questions/ai-08-q1","/assets/data/product-designs.v1.json#products/ai-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-08-q2","sector":"health","lens":"ai","originalWording":"Can it preserve the difference between an event date and a reporting date?","wording":"Can an AI assistant preserve the difference between an event date and a reporting date?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-08-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-08"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-08-q2"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant preserve the difference between an event date and a reporting date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Event-versus-report-date evaluation requires both fields, which are not confirmed by broad catalogue metadata. Verify extraction labels and avoid invented clinical conclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-08-q2&kind=question&dataset=Can+an+AI+assistant+preserve+the+difference+between+an+event+date+and+a+reporting+date%3F&question=Can+an+AI+assistant+preserve+the+difference+between+an+event+date+and+a+reporting+date%3F&domains=Health%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fai-08-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Event-versus-report-date evaluation requires both fields, which are not confirmed by broad catalogue metadata. Verify extraction labels and avoid invented clinical conclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-08-q2&kind=question&dataset=Can+an+AI+assistant+preserve+the+difference+between+an+event+date+and+a+reporting+date%3F&question=Can+an+AI+assistant+preserve+the+difference+between+an+event+date+and+a+reporting+date%3F&domains=Health%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fai-08-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-08-q2","/assets/data/question-designs.v1.json#questions/ai-08-q2","/assets/data/product-designs.v1.json#products/ai-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-08-q3","sector":"health","lens":"ai","originalWording":"Can it link coverage changes to the relevant part of a care timeline?","wording":"Can an AI assistant link coverage changes to the relevant part of a care timeline?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-08-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-08"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-08-q3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant link coverage changes to the relevant part of a care timeline?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Event-versus-report-date evaluation requires both fields, which are not confirmed by broad catalogue metadata. Verify extraction labels and avoid invented clinical conclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-08-q3&kind=question&dataset=Can+an+AI+assistant+link+coverage+changes+to+the+relevant+part+of+a+care+timeline%3F&question=Can+an+AI+assistant+link+coverage+changes+to+the+relevant+part+of+a+care+timeline%3F&domains=Health%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fai-08-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Event-versus-report-date evaluation requires both fields, which are not confirmed by broad catalogue metadata. Verify extraction labels and avoid invented clinical conclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-08-q3&kind=question&dataset=Can+an+AI+assistant+link+coverage+changes+to+the+relevant+part+of+a+care+timeline%3F&question=Can+an+AI+assistant+link+coverage+changes+to+the+relevant+part+of+a+care+timeline%3F&domains=Health%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fai-08-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-08-q3","/assets/data/question-designs.v1.json#questions/ai-08-q3","/assets/data/product-designs.v1.json#products/ai-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-08-q4","sector":"health","lens":"ai","originalWording":"Can it flag an ambiguous or missing date instead of fabricating one?","wording":"Can an AI assistant flag an ambiguous or missing date instead of fabricating one?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-08-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-08"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-08-q4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant flag an ambiguous or missing date instead of fabricating one?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Event-versus-report-date evaluation requires both fields, which are not confirmed by broad catalogue metadata. Verify extraction labels and avoid invented clinical conclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-08-q4&kind=question&dataset=Can+an+AI+assistant+flag+an+ambiguous+or+missing+date+instead+of+fabricating+one%3F&question=Can+an+AI+assistant+flag+an+ambiguous+or+missing+date+instead+of+fabricating+one%3F&domains=Health%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fai-08-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Event-versus-report-date evaluation requires both fields, which are not confirmed by broad catalogue metadata. Verify extraction labels and avoid invented clinical conclusions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-08-q4&kind=question&dataset=Can+an+AI+assistant+flag+an+ambiguous+or+missing+date+instead+of+fabricating+one%3F&question=Can+an+AI+assistant+flag+an+ambiguous+or+missing+date+instead+of+fabricating+one%3F&domains=Health%2C+Demographics%2C+Insurance&source=%2Fresearch-datasets%2Fai-08-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-08-q4","/assets/data/question-designs.v1.json#questions/ai-08-q4","/assets/data/product-designs.v1.json#products/ai-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-10-q1","sector":"health","lens":"research","originalWording":"How does recorded healthcare use differ before and after a work gap begins?","wording":"How does recorded healthcare use differ before and after a work gap begins?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-10-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-10"],"proposedAssociations":[],"pricingBasis":{"productId":"research-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-10-q1"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does recorded healthcare use differ before and after a work gap begins?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Check observation coverage, reverse timing and confounding. A work gap is not automatically unemployment, and an observed association is not a causal health effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-10-q1&kind=question&dataset=How+does+recorded+healthcare+use+differ+before+and+after+a+work+gap+begins%3F&question=How+does+recorded+healthcare+use+differ+before+and+after+a+work+gap+begins%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-10-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Check observation coverage, reverse timing and confounding. A work gap is not automatically unemployment, and an observed association is not a causal health effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-10-q1&kind=question&dataset=How+does+recorded+healthcare+use+differ+before+and+after+a+work+gap+begins%3F&question=How+does+recorded+healthcare+use+differ+before+and+after+a+work+gap+begins%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-10-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-10-q1","/assets/data/question-designs.v1.json#questions/research-10-q1","/assets/data/product-designs.v1.json#products/research-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-10-q2","sector":"health","lens":"research","originalWording":"Which health events precede rather than follow an employment interruption?","wording":"Which health events precede rather than follow an employment interruption?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-10-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-10"],"proposedAssociations":[],"pricingBasis":{"productId":"research-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-10-q2"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which health events precede rather than follow an employment interruption?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Check observation coverage, reverse timing and confounding. A work gap is not automatically unemployment, and an observed association is not a causal health effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-10-q2&kind=question&dataset=Which+health+events+precede+rather+than+follow+an+employment+interruption%3F&question=Which+health+events+precede+rather+than+follow+an+employment+interruption%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-10-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Check observation coverage, reverse timing and confounding. A work gap is not automatically unemployment, and an observed association is not a causal health effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-10-q2&kind=question&dataset=Which+health+events+precede+rather+than+follow+an+employment+interruption%3F&question=Which+health+events+precede+rather+than+follow+an+employment+interruption%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-10-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-10-q2","/assets/data/question-designs.v1.json#questions/research-10-q2","/assets/data/product-designs.v1.json#products/research-10"],"keywords":["reliability","continuity"],"removedKeywords":["outages"],"stableIdPreserved":true},{"questionId":"research-10-q3","sector":"health","lens":"research","originalWording":"How do observed patterns vary with household circumstances and age?","wording":"How do observed patterns vary with household circumstances and age?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-10-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-10"],"proposedAssociations":[],"pricingBasis":{"productId":"research-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-10-q3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do observed patterns vary with household circumstances and age?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Check observation coverage, reverse timing and confounding. A work gap is not automatically unemployment, and an observed association is not a causal health effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-10-q3&kind=question&dataset=How+do+observed+patterns+vary+with+household+circumstances+and+age%3F&question=How+do+observed+patterns+vary+with+household+circumstances+and+age%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-10-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Check observation coverage, reverse timing and confounding. A work gap is not automatically unemployment, and an observed association is not a causal health effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-10-q3&kind=question&dataset=How+do+observed+patterns+vary+with+household+circumstances+and+age%3F&question=How+do+observed+patterns+vary+with+household+circumstances+and+age%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-10-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-10-q3","/assets/data/question-designs.v1.json#questions/research-10-q3","/assets/data/product-designs.v1.json#products/research-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-10-q4","sector":"health","lens":"research","originalWording":"Are the associations similar across shorter and longer work gaps?","wording":"Are the associations similar across shorter and longer work gaps?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-10-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-10"],"proposedAssociations":[],"pricingBasis":{"productId":"research-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-10-q4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Are the associations similar across shorter and longer work gaps?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Check observation coverage, reverse timing and confounding. A work gap is not automatically unemployment, and an observed association is not a causal health effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-10-q4&kind=question&dataset=Are+the+associations+similar+across+shorter+and+longer+work+gaps%3F&question=Are+the+associations+similar+across+shorter+and+longer+work+gaps%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-10-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Check observation coverage, reverse timing and confounding. A work gap is not automatically unemployment, and an observed association is not a causal health effect.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-10-q4&kind=question&dataset=Are+the+associations+similar+across+shorter+and+longer+work+gaps%3F&question=Are+the+associations+similar+across+shorter+and+longer+work+gaps%3F&domains=Employment%2C+Health%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-10-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-10-q4","/assets/data/question-designs.v1.json#questions/research-10-q4","/assets/data/product-designs.v1.json#products/research-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-11-q1","sector":"health","lens":"research","originalWording":"How does use of different care settings vary across income groups?","wording":"How does use of different care settings vary across income groups?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-11-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-11"],"proposedAssociations":[],"pricingBasis":{"productId":"research-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-11-q1"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does use of different care settings vary across income groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income, coverage and encounter dates. Utilization does not establish unmet need or financial protection; out-of-pocket expenditure is not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-11-q1&kind=question&dataset=How+does+use+of+different+care+settings+vary+across+income+groups%3F&question=How+does+use+of+different+care+settings+vary+across+income+groups%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-11-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income, coverage and encounter dates. Utilization does not establish unmet need or financial protection; out-of-pocket expenditure is not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-11-q1&kind=question&dataset=How+does+use+of+different+care+settings+vary+across+income+groups%3F&question=How+does+use+of+different+care+settings+vary+across+income+groups%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-11-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-11-q1","/assets/data/question-designs.v1.json#questions/research-11-q1","/assets/data/product-designs.v1.json#products/research-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-11-q2","sector":"health","lens":"research","originalWording":"How do coverage groups differ in the frequency and timing of recorded care?","wording":"How do coverage groups differ in the frequency and timing of recorded care?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-11-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-11"],"proposedAssociations":[],"pricingBasis":{"productId":"research-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-11-q2"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do coverage groups differ in the frequency and timing of recorded care?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income, coverage and encounter dates. Utilization does not establish unmet need or financial protection; out-of-pocket expenditure is not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-11-q2&kind=question&dataset=How+do+coverage+groups+differ+in+the+frequency+and+timing+of+recorded+care%3F&question=How+do+coverage+groups+differ+in+the+frequency+and+timing+of+recorded+care%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-11-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income, coverage and encounter dates. Utilization does not establish unmet need or financial protection; out-of-pocket expenditure is not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-11-q2&kind=question&dataset=How+do+coverage+groups+differ+in+the+frequency+and+timing+of+recorded+care%3F&question=How+do+coverage+groups+differ+in+the+frequency+and+timing+of+recorded+care%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-11-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-11-q2","/assets/data/question-designs.v1.json#questions/research-11-q2","/assets/data/product-designs.v1.json#products/research-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-11-q3","sector":"health","lens":"research","originalWording":"Do changes in household finances coincide with changes in healthcare use?","wording":"Do changes in household finances coincide with changes in healthcare use?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-11-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-11"],"proposedAssociations":[],"pricingBasis":{"productId":"research-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-11-q3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do changes in household finances coincide with changes in healthcare use?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income, coverage and encounter dates. Utilization does not establish unmet need or financial protection; out-of-pocket expenditure is not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-11-q3&kind=question&dataset=Do+changes+in+household+finances+coincide+with+changes+in+healthcare+use%3F&question=Do+changes+in+household+finances+coincide+with+changes+in+healthcare+use%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-11-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income, coverage and encounter dates. Utilization does not establish unmet need or financial protection; out-of-pocket expenditure is not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-11-q3&kind=question&dataset=Do+changes+in+household+finances+coincide+with+changes+in+healthcare+use%3F&question=Do+changes+in+household+finances+coincide+with+changes+in+healthcare+use%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-11-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-11-q3","/assets/data/question-designs.v1.json#questions/research-11-q3","/assets/data/product-designs.v1.json#products/research-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-11-q4","sector":"health","lens":"research","originalWording":"Which income and coverage patterns appear across comparable household groups?","wording":"Which income and coverage patterns appear across comparable household groups?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-11-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-11"],"proposedAssociations":[],"pricingBasis":{"productId":"research-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-11-q4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which income and coverage patterns appear across comparable household groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income, coverage and encounter dates. Utilization does not establish unmet need or financial protection; out-of-pocket expenditure is not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-11-q4&kind=question&dataset=Which+income+and+coverage+patterns+appear+across+comparable+household+groups%3F&question=Which+income+and+coverage+patterns+appear+across+comparable+household+groups%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-11-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income, coverage and encounter dates. Utilization does not establish unmet need or financial protection; out-of-pocket expenditure is not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-11-q4&kind=question&dataset=Which+income+and+coverage+patterns+appear+across+comparable+household+groups%3F&question=Which+income+and+coverage+patterns+appear+across+comparable+household+groups%3F&domains=Finance%2C+Health%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-11-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-11-q4","/assets/data/question-designs.v1.json#questions/research-11-q4","/assets/data/product-designs.v1.json#products/research-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-12-q1","sector":"health","lens":"research","originalWording":"How does the timing of maternity care differ across household groups?","wording":"How does the timing of maternity care differ across household groups?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-12-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-12"],"proposedAssociations":[],"pricingBasis":{"productId":"research-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-12-q1"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does the timing of maternity care differ across household groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm pregnancy denominators, stage definitions and episode dates. Do not promise clinical maternal or newborn outcomes absent explicit validated fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-12-q1&kind=question&dataset=How+does+the+timing+of+maternity+care+differ+across+household+groups%3F&question=How+does+the+timing+of+maternity+care+differ+across+household+groups%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-12-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm pregnancy denominators, stage definitions and episode dates. Do not promise clinical maternal or newborn outcomes absent explicit validated fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-12-q1&kind=question&dataset=How+does+the+timing+of+maternity+care+differ+across+household+groups%3F&question=How+does+the+timing+of+maternity+care+differ+across+household+groups%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-12-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-12-q1","/assets/data/question-designs.v1.json#questions/research-12-q1","/assets/data/product-designs.v1.json#products/research-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-12-q2","sector":"health","lens":"research","originalWording":"Where are gaps observed between stages of the maternity care pathway?","wording":"Among maternity episodes with verified stage eligibility and dated care records, where are recorded gaps observed between defined stages?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"research-12-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-12"],"proposedAssociations":[],"pricingBasis":{"productId":"research-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Eligible pregnancy episodes with dated stage eligibility and observable maternal-care follow-up.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"unit":{"definition":"Pregnancy care-pathway episode","status":"proposed_requirement","basis":"targeted_audit_requirement"},"outcome":{"definition":"Stage-specific recorded care continuity or gap rates among episodes eligible for each stage; unknown/out-of-system observations retained.","status":"proposed_requirement","basis":"targeted_audit_requirement","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Dated pregnancy episode start or declared stage eligibility date.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Pregnancy episode identity and eligibility","status":"required_unverified_for_question"},{"concept":"Pregnancy/delivery dates and gestational timing","status":"required_unverified_for_question"},{"concept":"Dated maternal care encounters and stage mapping","status":"required_unverified_for_question"},{"concept":"Recorded versus unobserved care distinction","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Maternity episodes with verifiable eligibility for the compared stages and adequate observation.","unit":"Eligible maternity episode and dated stage transition","anchor":"Verified pregnancy or stage-entry date; define stage-specific care windows.","measure":"Recorded stage-to-stage care gaps and incomplete evidence, without inferring clinical outcomes."},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Pregnancy denominators, episode dates and pathway stage definitions must be validated; no clinical outcome claim without explicit fields."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Pregnancy denominators, episode dates and pathway stage definitions must be validated; no clinical outcome claim without explicit fields."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm pregnancy denominators, stage definitions and episode dates. Do not promise clinical maternal or newborn outcomes absent explicit validated fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association.","Pregnancy denominators, episode dates and pathway stage definitions must be validated; no clinical outcome claim without explicit fields."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Recorded stage-to-stage care gaps and incomplete evidence, without inferring clinical outcomes."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Maternity episodes with verifiable eligibility for the compared stages and adequate observation."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Verified pregnancy or stage-entry date; define stage-specific care windows."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-12-q2&kind=question&dataset=Among+maternity+episodes+with+verified+stage+eligibility+and+dated+care+records%2C+where+are+recorded+gaps+observed+between+defined+stages%3F&question=Among+maternity+episodes+with+verified+stage+eligibility+and+dated+care+records%2C+where+are+recorded+gaps+observed+between+defined+stages%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-12-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Pregnancy denominators, episode dates and pathway stage definitions must be validated; no clinical outcome claim without explicit fields."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Pregnancy denominators, episode dates and pathway stage definitions must be validated; no clinical outcome claim without explicit fields."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm pregnancy denominators, stage definitions and episode dates. Do not promise clinical maternal or newborn outcomes absent explicit validated fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association.","Pregnancy denominators, episode dates and pathway stage definitions must be validated; no clinical outcome claim without explicit fields."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-12-q2&kind=question&dataset=Among+maternity+episodes+with+verified+stage+eligibility+and+dated+care+records%2C+where+are+recorded+gaps+observed+between+defined+stages%3F&question=Among+maternity+episodes+with+verified+stage+eligibility+and+dated+care+records%2C+where+are+recorded+gaps+observed+between+defined+stages%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-12-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-12-q2","/assets/data/question-designs.v1.json#questions/research-12-q2","/assets/data/product-designs.v1.json#products/research-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-12-q3","sector":"health","lens":"research","originalWording":"How do coverage and employment circumstances vary across those pathways?","wording":"How do coverage and employment circumstances vary across those pathways?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-12-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-12"],"proposedAssociations":[],"pricingBasis":{"productId":"research-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-12-q3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do coverage and employment circumstances vary across those pathways?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm pregnancy denominators, stage definitions and episode dates. Do not promise clinical maternal or newborn outcomes absent explicit validated fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-12-q3&kind=question&dataset=How+do+coverage+and+employment+circumstances+vary+across+those+pathways%3F&question=How+do+coverage+and+employment+circumstances+vary+across+those+pathways%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-12-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm pregnancy denominators, stage definitions and episode dates. Do not promise clinical maternal or newborn outcomes absent explicit validated fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-12-q3&kind=question&dataset=How+do+coverage+and+employment+circumstances+vary+across+those+pathways%3F&question=How+do+coverage+and+employment+circumstances+vary+across+those+pathways%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-12-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-12-q3","/assets/data/question-designs.v1.json#questions/research-12-q3","/assets/data/product-designs.v1.json#products/research-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-12-q4","sector":"health","lens":"research","originalWording":"Are the same patterns observed across comparable maternity episodes and cities?","wording":"Are the same patterns observed across comparable maternity episodes and cities?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-12-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-12"],"proposedAssociations":[],"pricingBasis":{"productId":"research-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-12-q4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Are the same patterns observed across comparable maternity episodes and cities?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated care encounters and eligible resident observation","status":"required_unverified_for_question"},{"concept":"Care type, condition or episode definition","status":"required_unverified_for_question"},{"concept":"Effective-dated demographic and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm pregnancy denominators, stage definitions and episode dates. Do not promise clinical maternal or newborn outcomes absent explicit validated fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-12-q4&kind=question&dataset=Are+the+same+patterns+observed+across+comparable+maternity+episodes+and+cities%3F&question=Are+the+same+patterns+observed+across+comparable+maternity+episodes+and+cities%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-12-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm pregnancy denominators, stage definitions and episode dates. Do not promise clinical maternal or newborn outcomes absent explicit validated fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-12-q4&kind=question&dataset=Are+the+same+patterns+observed+across+comparable+maternity+episodes+and+cities%3F&question=Are+the+same+patterns+observed+across+comparable+maternity+episodes+and+cities%3F&domains=Health%2C+Households%2C+Employment%2C+Insurance&source=%2Fresearch-datasets%2Fresearch-12-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-12-q4","/assets/data/question-designs.v1.json#questions/research-12-q4","/assets/data/product-designs.v1.json#products/research-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-10-q1","sector":"health","lens":"research","originalWording":"Who uses different types of healthcare, and how often?","wording":"Who uses different types of healthcare, and how often?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-10-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-10"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Residents with a documented observation interval and dated encounters; include non-users only with a verified eligible roster.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q1"},"unit":{"definition":"observable_resident_period","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q1"},"outcome":{"definition":"Recorded user proportions, repeat-user counts and setting-specific encounter rates.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q1","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Start of the declared observation window; care-setting classification follows encounter dates.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q1"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use demographic and household states effective during the window rather than current snapshots.","censoringAndMissingness":"Count only documented follow-up; preserve repeat encounters and incomplete or unknown care-setting records.","denominator":"Eligible observed residents and person-time, with separate denominators for users and encounters."},"sourceConcepts":[{"concept":"Dated encounters and care settings","status":"required_unverified_for_question"},{"concept":"Resident identity across repeat visits","status":"required_unverified_for_question"},{"concept":"Eligible residents and observation time","status":"required_unverified_for_question"},{"concept":"Age and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Residents with a documented observation interval and dated encounters; include non-users only with a verified eligible roster.","unit":"observable_resident_period","anchor":"Start of the declared observation window; care-setting classification follows encounter dates.","measure":"Recorded user proportions, repeat-user counts and setting-specific encounter rates."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Recorded use is not complete access, underlying need or unmet need.","Population rates require the eligible roster and observation time, not encounter counts alone.","Exact source fields and release bounds remain unverified."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Recorded user proportions, repeat-user counts and setting-specific encounter rates."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Residents with a documented observation interval and dated encounters; include non-users only with a verified eligible roster."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Start of the declared observation window; care-setting classification follows encounter dates."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use demographic and household states effective during the window rather than current snapshots."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Count only documented follow-up; preserve repeat encounters and incomplete or unknown care-setting records."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-10-q1&kind=question&dataset=Who+uses+different+types+of+healthcare%2C+and+how+often%3F&question=Who+uses+different+types+of+healthcare%2C+and+how+often%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-10-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Recorded use is not complete access, underlying need or unmet need.","Population rates require the eligible roster and observation time, not encounter counts alone.","Exact source fields and release bounds remain unverified."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-10-q1&kind=question&dataset=Who+uses+different+types+of+healthcare%2C+and+how+often%3F&question=Who+uses+different+types+of+healthcare%2C+and+how+often%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-10-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-10-q1","/assets/data/question-designs.v1.json#questions/general-10-q1","/assets/data/product-designs.v1.json#products/general-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-10-q2","sector":"health","lens":"research","originalWording":"How does recorded use differ across age and household groups?","wording":"How does recorded use differ across age and household groups?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_cohort_comparison","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-10-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-10"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Residents with dated age, effective household membership and documented observation time in each declared group.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q2"},"unit":{"definition":"resident_group_period","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q2"},"outcome":{"definition":"Group-specific recorded encounter rates, repeated-use patterns and care-setting mix.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q2","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Start of each group-valid observation period; age and membership may change during follow-up.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q2"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Classify age and household state at each observation date or encounter, using only effective historical values.","censoringAndMissingness":"Split time when group membership changes; retain incomplete observation and unclassified household periods.","denominator":"Observed resident-time within each age and household group; report distinct residents alongside rates."},"sourceConcepts":[{"concept":"Dated care encounters","status":"required_unverified_for_question"},{"concept":"Age at observation","status":"required_unverified_for_question"},{"concept":"Effective household membership","status":"required_unverified_for_question"},{"concept":"Observed time in each group","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Residents with dated age, effective household membership and documented observation time in each declared group.","unit":"resident_group_period","anchor":"Start of each group-valid observation period; age and membership may change during follow-up.","measure":"Group-specific recorded encounter rates, repeated-use patterns and care-setting mix."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Household membership and age as-of dates require verification.","Different recorded use does not by itself establish different access or clinical need.","Selected synthetic cohorts do not support observed population prevalence claims."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Group-specific recorded encounter rates, repeated-use patterns and care-setting mix."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Residents with dated age, effective household membership and documented observation time in each declared group."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Start of each group-valid observation period; age and membership may change during follow-up."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Classify age and household state at each observation date or encounter, using only effective historical values."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Split time when group membership changes; retain incomplete observation and unclassified household periods."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-10-q2&kind=question&dataset=How+does+recorded+use+differ+across+age+and+household+groups%3F&question=How+does+recorded+use+differ+across+age+and+household+groups%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-10-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Household membership and age as-of dates require verification.","Different recorded use does not by itself establish different access or clinical need.","Selected synthetic cohorts do not support observed population prevalence claims."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-10-q2&kind=question&dataset=How+does+recorded+use+differ+across+age+and+household+groups%3F&question=How+does+recorded+use+differ+across+age+and+household+groups%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-10-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-10-q2","/assets/data/question-designs.v1.json#questions/general-10-q2","/assets/data/product-designs.v1.json#products/general-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-10-q3","sector":"health","lens":"research","originalWording":"How do people with different coverage circumstances use care?","wording":"How do people with different coverage circumstances use care?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-10-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-10"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Residents with a defined coverage circumstance and documented encounter-observation interval; keep unknown coverage distinct.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q3"},"unit":{"definition":"resident_coverage_period","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q3"},"outcome":{"definition":"Recorded care frequency and setting mix by the coverage categories actually documented in the extract.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q3","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Start of a coverage-valid interval; align care events to the applicable coverage state.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q3"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use coverage effective on the care date and contemporaneous household context; future coverage is excluded.","censoringAndMissingness":"Split intervals at coverage changes and end at observation loss; preserve unknown coverage and unobserved care.","denominator":"Observed resident-time within each coverage circumstance, with separate user and encounter counts."},"sourceConcepts":[{"concept":"Coverage categories and effective dates","status":"required_unverified_for_question"},{"concept":"Dated care encounters and settings","status":"required_unverified_for_question"},{"concept":"Eligible residents and observation time","status":"required_unverified_for_question"},{"concept":"Unknown coverage states","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Residents with a defined coverage circumstance and documented encounter-observation interval; keep unknown coverage distinct.","unit":"resident_coverage_period","anchor":"Start of a coverage-valid interval; align care events to the applicable coverage state.","measure":"Recorded care frequency and setting mix by the coverage categories actually documented in the extract."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Coverage categories and benefit scope must be verified; a flag alone does not establish adequacy.","Observed differences may reflect need or selection and do not identify coverage effects.","Additional benefit-detail constructs are not asserted to be included."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Recorded care frequency and setting mix by the coverage categories actually documented in the extract."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Residents with a defined coverage circumstance and documented encounter-observation interval; keep unknown coverage distinct."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Start of a coverage-valid interval; align care events to the applicable coverage state."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use coverage effective on the care date and contemporaneous household context; future coverage is excluded."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Split intervals at coverage changes and end at observation loss; preserve unknown coverage and unobserved care."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-10-q3&kind=question&dataset=How+do+people+with+different+coverage+circumstances+use+care%3F&question=How+do+people+with+different+coverage+circumstances+use+care%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-10-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Coverage categories and benefit scope must be verified; a flag alone does not establish adequacy.","Observed differences may reflect need or selection and do not identify coverage effects.","Additional benefit-detail constructs are not asserted to be included."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-10-q3&kind=question&dataset=How+do+people+with+different+coverage+circumstances+use+care%3F&question=How+do+people+with+different+coverage+circumstances+use+care%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-10-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-10-q3","/assets/data/question-designs.v1.json#questions/general-10-q3","/assets/data/product-designs.v1.json#products/general-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-10-q4","sector":"health","lens":"research","originalWording":"How do care patterns change over the available observation period?","wording":"How do care patterns change over the available observation period?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_trend_description","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-10-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-10"],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Residents with documented intervals of observation; define stable and changing cohorts separately.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q4"},"unit":{"definition":"resident_time_interval","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q4"},"outcome":{"definition":"Time-specific recorded encounter rates, repeated-use distribution and care-setting composition.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q4","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Boundaries of protocol-defined time bins within the verified extract range.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-10-q4"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use historical age, household and coverage states applicable to each interval; preserve changes across dates.","censoringAndMissingness":"Track entry, exit and incomplete periods; avoid comparing unequal observation lengths as equal exposure.","denominator":"Observed resident-time and eligible residents in each comparable time interval."},"sourceConcepts":[{"concept":"Dated care encounters and settings","status":"required_unverified_for_question"},{"concept":"Resident entry and exit from observation","status":"required_unverified_for_question"},{"concept":"Age, household and coverage history","status":"required_unverified_for_question"},{"concept":"Observed time in each interval","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use coverage and household intervals valid on each observation date.","Distinguish missing care records from a verified absence of recorded encounters within a complete window.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Residents with documented intervals of observation; define stable and changing cohorts separately.","unit":"resident_time_interval","anchor":"Boundaries of protocol-defined time bins within the verified extract range.","measure":"Time-specific recorded encounter rates, repeated-use distribution and care-setting composition."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The available historical range and consistent recording coverage require release verification.","Trends in recorded events can reflect observation or cohort changes.","Recorded patterns do not establish underlying need, complete access or real-world prevalence."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Time-specific recorded encounter rates, repeated-use distribution and care-setting composition."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Residents with documented intervals of observation; define stable and changing cohorts separately."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Boundaries of protocol-defined time bins within the verified extract range."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use historical age, household and coverage states applicable to each interval; preserve changes across dates."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Track entry, exit and incomplete periods; avoid comparing unequal observation lengths as equal exposure."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-10-q4&kind=question&dataset=How+do+care+patterns+change+over+the+available+observation+period%3F&question=How+do+care+patterns+change+over+the+available+observation+period%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-10-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The available historical range and consistent recording coverage require release verification.","Trends in recorded events can reflect observation or cohort changes.","Recorded patterns do not establish underlying need, complete access or real-world prevalence."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-10-q4&kind=question&dataset=How+do+care+patterns+change+over+the+available+observation+period%3F&question=How+do+care+patterns+change+over+the+available+observation+period%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-10-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-10-q4","/assets/data/question-designs.v1.json#questions/general-10-q4","/assets/data/product-designs.v1.json#products/general-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-01-q1","sector":"education","lens":"ml","originalWording":"Who enters employment within six or twelve months of completing study?","wording":"Who enters employment within six or twelve months of completing study?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_event_history","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-01-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-01"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Eligible education completers; exclude or flag pre-existing qualifying employment and define repeat-completion handling.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q1"},"unit":{"definition":"eligible_education_completion_event","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q1"},"outcome":{"definition":"First qualifying recorded job within 6 or 12 months and time to that job.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q1","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Verified education completion date.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q1"},"observation":{"start":null,"end":null,"horizon":"6 and 12 months after completion","status":"to_confirm_for_question","featureCutoff":"Only evidence dated at or before completion and available as of completion; exclude later employment and household information.","censoringAndMissingness":"Preserve censored observations; distinguish no observed event from verified no event during complete follow-up.","denominator":"Eligible completions at index with adequate or explicitly censored follow-up."},"sourceConcepts":[{"concept":"Verified education completion","status":"required_unverified_for_question"},{"concept":"Employment history before completion","status":"required_unverified_for_question"},{"concept":"First qualifying job start","status":"required_unverified_for_question"},{"concept":"Follow-up end and incomplete outcomes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Household, demographic, qualification and prior employment states as of completion","Join education, prior employment, household and demographic context as it existed at completion.","Keep train, validation and test cutoffs in chronological order; fit preprocessing on training data only.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Eligible education completers; exclude or flag pre-existing qualifying employment and define repeat-completion handling.","unit":"eligible_education_completion_event","anchor":"Verified education completion date.","measure":"First qualifying recorded job within 6 or 12 months and time to that job."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Recorded job starts may not cover complete labour-force outcomes.","Cohort rules, canonical fields, temporal splits and benchmark artifacts require verification.","Synthetic relationships do not establish real-world effect sizes."],"referenceCandidates":[{"productId":"ml-01","referenceIdentifier":"ml-01-v1.1-COMMERCIAL_READY","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-tertiary-graduate-employment-outcomes","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","CompletionDate","TargetEmployedPostStudySafe","TargetDaysToFirstEmployment","TargetOutcomeCategory","TargetEvidenceType","TargetObserved","OutcomeHorizonDays","ObservationEndDate"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Predeclare 6/12-month outcome construction and qualifying-job rules; do not substitute any retrospective post-study flag without checking the feature/target contract.","Evidence-unavailable candidates remain unknown; this frozen release has IsCensored=0 rather than conventional right-censoring."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The frozen reference contains completed tertiary episodes from 1963–2008; it is not a contemporary graduate survey.","2,090 candidates have insufficient target evidence. This differs from right-censoring; IsCensored is zero throughout this frozen release.","Household linkage is available for 4,689 of the 13,105 candidate rows.","The qualification mix favors DEGREE; synthetic employment rates have not been externally calibrated as Kenyan graduate outcomes."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"First qualifying recorded job within 6 or 12 months and time to that job."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Eligible education completers; exclude or flag pre-existing qualifying employment and define repeat-completion handling."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Verified education completion date."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Only evidence dated at or before completion and available as of completion; exclude later employment and household information."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Preserve censored observations; distinguish no observed event from verified no event during complete follow-up."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-01-q1&kind=question&dataset=Who+enters+employment+within+six+or+twelve+months+of+completing+study%3F&question=Who+enters+employment+within+six+or+twelve+months+of+completing+study%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-01-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Recorded job starts may not cover complete labour-force outcomes.","Cohort rules, canonical fields, temporal splits and benchmark artifacts require verification.","Synthetic relationships do not establish real-world effect sizes."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-01-q1&kind=question&dataset=Who+enters+employment+within+six+or+twelve+months+of+completing+study%3F&question=Who+enters+employment+within+six+or+twelve+months+of+completing+study%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-01-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-01-q1","/assets/data/question-designs.v1.json#questions/ml-01-q1","/assets/data/product-designs.v1.json#products/ml-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-01-q2","sector":"education","lens":"ml","originalWording":"Which education and household histories help distinguish shorter and longer transitions?","wording":"Which education and household histories help distinguish shorter and longer transitions?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_feature_comparison","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-01-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-01"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Completers with verified dates, defined prior-work eligibility and comparable available history at completion.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q2"},"unit":{"definition":"eligible_education_completion_event","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q2"},"outcome":{"definition":"Elapsed time to first qualifying recorded job, or protocol-defined duration groups with censoring retained.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q2","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Verified education completion date.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q2"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use education and effective-dated household history available at completion; later household or employment events are excluded from predictors.","censoringAndMissingness":"Use survival-aware outcomes or explicitly justified duration groups; never label censored transitions as long completed transitions.","denominator":"Eligible completions with observed transition time or explicit censoring; report feature availability within the cohort."},"sourceConcepts":[{"concept":"Education history before completion","status":"required_unverified_for_question"},{"concept":"Household history effective at completion","status":"required_unverified_for_question"},{"concept":"Qualifying job start date","status":"required_unverified_for_question"},{"concept":"Observed follow-up period","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Join education, prior employment, household and demographic context as it existed at completion.","Keep train, validation and test cutoffs in chronological order; fit preprocessing on training data only.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Completers with verified dates, defined prior-work eligibility and comparable available history at completion.","unit":"eligible_education_completion_event","anchor":"Verified education completion date.","measure":"Elapsed time to first qualifying recorded job, or protocol-defined duration groups with censoring retained."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","The question specifies no duration thresholds or maximum follow-up window; these require a declared protocol.","Required historical fields and feature completeness are unverified.","Predictive importance does not identify education or household causal effects."],"referenceCandidates":[{"productId":"ml-01","referenceIdentifier":"ml-01-v1.1-COMMERCIAL_READY","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-tertiary-graduate-employment-outcomes","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","QualificationLevel","ProgrammeName","EnrollmentDate","CompletionDate","HouseholdId","HouseholdRelationship","TargetDaysToFirstEmployment","TargetOutcomeCategory"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Dated full prior household/education histories are not the same as the released current row context; additional historical features need source verification.","Household linkage is available for only 4,689 of 13,105 candidate rows."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The frozen reference contains completed tertiary episodes from 1963–2008; it is not a contemporary graduate survey.","2,090 candidates have insufficient target evidence. This differs from right-censoring; IsCensored is zero throughout this frozen release.","Household linkage is available for 4,689 of the 13,105 candidate rows.","The qualification mix favors DEGREE; synthetic employment rates have not been externally calibrated as Kenyan graduate outcomes."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Elapsed time to first qualifying recorded job, or protocol-defined duration groups with censoring retained."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Completers with verified dates, defined prior-work eligibility and comparable available history at completion."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Verified education completion date."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use education and effective-dated household history available at completion; later household or employment events are excluded from predictors."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Use survival-aware outcomes or explicitly justified duration groups; never label censored transitions as long completed transitions."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-01-q2&kind=question&dataset=Which+education+and+household+histories+help+distinguish+shorter+and+longer+transitions%3F&question=Which+education+and+household+histories+help+distinguish+shorter+and+longer+transitions%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-01-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","The question specifies no duration thresholds or maximum follow-up window; these require a declared protocol.","Required historical fields and feature completeness are unverified.","Predictive importance does not identify education or household causal effects."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-01-q2&kind=question&dataset=Which+education+and+household+histories+help+distinguish+shorter+and+longer+transitions%3F&question=Which+education+and+household+histories+help+distinguish+shorter+and+longer+transitions%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-01-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-01-q2","/assets/data/question-designs.v1.json#questions/ml-01-q2","/assets/data/product-designs.v1.json#products/ml-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-01-q3","sector":"education","lens":"ml","originalWording":"Do forecasts remain reliable for later graduation cohorts?","wording":"How does employment-prediction performance vary across later graduation cohorts within the available historical coverage?","wordingChanged":true,"studyType":"research","analyticalType":"temporal_model_validation","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"ml-01-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-01"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Later historical completion cohorts within available reference coverage with eligible as-of predictors and target evidence.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"unit":{"definition":"Dated prediction for an eligible completion episode","status":"proposed_requirement","basis":"targeted_audit_requirement"},"outcome":{"definition":"Later-cohort discrimination, calibration and error for the agreed employment target and follow-up horizon.","status":"proposed_requirement","basis":"targeted_audit_requirement","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Completion date, with earlier training cohorts and a fixed later-cohort evaluation window.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Freeze feature construction, fitted model and preprocessing before each test period; no later outcomes inform training or tuning.","censoringAndMissingness":"Require outcome maturity or censoring-aware evaluation; flag later cohorts with incomplete follow-up.","denominator":"Evaluable forecasts in each completion cohort; state outcome ascertainment and censoring eligibility."},"sourceConcepts":[{"concept":"Historical completion cohort dates within 1963–2008 coverage","status":"required_unverified_for_question"},{"concept":"Frozen model/version and dated predictions","status":"required_unverified_for_question"},{"concept":"As-of permitted feature contract","status":"required_unverified_for_question"},{"concept":"Evidence-aware target labels and observed follow-up","status":"required_unverified_for_question"},{"concept":"Temporal holdout specification, baseline and actual cohort metrics","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Join education, prior employment, household and demographic context as it existed at completion.","Keep train, validation and test cutoffs in chronological order; fit preprocessing on training data only.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Later eligible completion cohorts within available historical coverage and with verifiable outcomes at a predeclared horizon.","unit":"Dated forecast for an eligible education-completion episode","anchor":"Verified completion date; training data and prediction-time features must precede the evaluated cohort.","measure":"Discrimination, calibration, error and, where specified, time-to-event performance across later eligible cohorts."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"The published reference uses an outcome-stratified deterministic random benchmark split; it is not an evaluated temporal forecasting study."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"The published reference uses an outcome-stratified deterministic random benchmark split; it is not an evaluated temporal forecasting study."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Dated frozen predictions, model versions and reference outcomes are additional requirements, not assumed included.","The target horizon is not specified by this question and must be fixed before evaluation.","A reliable synthetic benchmark does not establish real-world deployment performance.","The published reference uses an outcome-stratified deterministic random benchmark split; it is not an evaluated temporal forecasting study."],"referenceCandidates":[{"productId":"ml-01","referenceIdentifier":"ml-01-v1.1-COMMERCIAL_READY","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-tertiary-graduate-employment-outcomes","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","CompletionDate","SplitName","IndexDate","TargetEmployedPostStudySafe","TargetOutcomeCategory"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Published benchmark splits are deterministic outcome-stratified random splits, not chronological cohort holdouts.","No frozen dated predictions or actual later-cohort model metrics verified."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The frozen reference contains completed tertiary episodes from 1963–2008; it is not a contemporary graduate survey.","2,090 candidates have insufficient target evidence. This differs from right-censoring; IsCensored is zero throughout this frozen release.","Household linkage is available for 4,689 of the 13,105 candidate rows.","The qualification mix favors DEGREE; synthetic employment rates have not been externally calibrated as Kenyan graduate outcomes."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Discrimination, calibration, error and, where specified, time-to-event performance across later eligible cohorts."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Later eligible completion cohorts within available historical coverage and with verifiable outcomes at a predeclared horizon."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Verified completion date; training data and prediction-time features must precede the evaluated cohort."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Freeze feature construction, fitted model and preprocessing before each test period; no later outcomes inform training or tuning."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Require outcome maturity or censoring-aware evaluation; flag later cohorts with incomplete follow-up."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-01-q3&kind=question&dataset=How+does+employment-prediction+performance+vary+across+later+graduation+cohorts+within+the+available+historical+coverage%3F&question=How+does+employment-prediction+performance+vary+across+later+graduation+cohorts+within+the+available+historical+coverage%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-01-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"The published reference uses an outcome-stratified deterministic random benchmark split; it is not an evaluated temporal forecasting study."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"The published reference uses an outcome-stratified deterministic random benchmark split; it is not an evaluated temporal forecasting study."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Dated frozen predictions, model versions and reference outcomes are additional requirements, not assumed included.","The target horizon is not specified by this question and must be fixed before evaluation.","A reliable synthetic benchmark does not establish real-world deployment performance.","The published reference uses an outcome-stratified deterministic random benchmark split; it is not an evaluated temporal forecasting study."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-01-q3&kind=question&dataset=How+does+employment-prediction+performance+vary+across+later+graduation+cohorts+within+the+available+historical+coverage%3F&question=How+does+employment-prediction+performance+vary+across+later+graduation+cohorts+within+the+available+historical+coverage%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-01-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-01-q3","/assets/data/question-designs.v1.json#questions/ml-01-q3","/assets/data/product-designs.v1.json#products/ml-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-01-q4","sector":"education","lens":"ml","originalWording":"Which graduate groups have the largest differences between predicted and observed outcomes?","wording":"Which graduate groups have the largest differences between predicted and observed outcomes?","wordingChanged":false,"studyType":"research","analyticalType":"subgroup_model_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-01-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-01"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Eligible completers with pre-index group definitions, frozen forecasts and verifiable target outcomes.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q4"},"unit":{"definition":"dated_forecast_for_eligible_completion","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q4"},"outcome":{"definition":"Group-specific prediction error, calibration gap and discrimination for the agreed employment target.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q4","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Education completion date at which the forecast and group assignment are fixed.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-01-q4"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Define groups and predictors using information available at completion; do not use later work outcomes to select groups.","censoringAndMissingness":"Use consistent outcome follow-up across groups or censoring-aware evaluation; retain unknown and unavailable group values.","denominator":"Evaluable forecasts per predeclared group with outcome ascertainment and censoring reported."},"sourceConcepts":[{"concept":"Group definitions available at completion","status":"required_unverified_for_question"},{"concept":"Frozen dated predictions","status":"required_unverified_for_question"},{"concept":"Verified outcome labels","status":"required_unverified_for_question"},{"concept":"Group sizes and observed follow-up","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Join education, prior employment, household and demographic context as it existed at completion.","Keep train, validation and test cutoffs in chronological order; fit preprocessing on training data only.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Eligible completers with pre-index group definitions, frozen forecasts and verifiable target outcomes.","unit":"dated_forecast_for_eligible_completion","anchor":"Education completion date at which the forecast and group assignment are fixed.","measure":"Group-specific prediction error, calibration gap and discrimination for the agreed employment target."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Frozen predictions, reviewed group definitions and reference outcomes are additional requirements, not confirmed deliverables.","No horizon or error threshold is established by this question.","Synthetic subgroup differences do not establish real-world discrimination or fairness."],"referenceCandidates":[{"productId":"ml-01","referenceIdentifier":"ml-01-v1.1-COMMERCIAL_READY","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-tertiary-graduate-employment-outcomes","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["CandidateKey","QualificationLevel","ProgrammeName","DateOfBirth","CompletionDate","TargetEmployedPostStudySafe","TargetOutcomeCategory"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Group definitions, predictions, baseline and group-specific calibration/error scores require question-specific evaluation evidence."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["The frozen reference contains completed tertiary episodes from 1963–2008; it is not a contemporary graduate survey.","2,090 candidates have insufficient target evidence. This differs from right-censoring; IsCensored is zero throughout this frozen release.","Household linkage is available for 4,689 of the 13,105 candidate rows.","The qualification mix favors DEGREE; synthetic employment rates have not been externally calibrated as Kenyan graduate outcomes."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Group-specific prediction error, calibration gap and discrimination for the agreed employment target."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Eligible completers with pre-index group definitions, frozen forecasts and verifiable target outcomes."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Education completion date at which the forecast and group assignment are fixed."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Define groups and predictors using information available at completion; do not use later work outcomes to select groups."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Use consistent outcome follow-up across groups or censoring-aware evaluation; retain unknown and unavailable group values."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-01-q4&kind=question&dataset=Which+graduate+groups+have+the+largest+differences+between+predicted+and+observed+outcomes%3F&question=Which+graduate+groups+have+the+largest+differences+between+predicted+and+observed+outcomes%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-01-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-01"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Frozen predictions, reviewed group definitions and reference outcomes are additional requirements, not confirmed deliverables.","No horizon or error threshold is established by this question.","Synthetic subgroup differences do not establish real-world discrimination or fairness."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-01-q4&kind=question&dataset=Which+graduate+groups+have+the+largest+differences+between+predicted+and+observed+outcomes%3F&question=Which+graduate+groups+have+the+largest+differences+between+predicted+and+observed+outcomes%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-01-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-01-q4","/assets/data/question-designs.v1.json#questions/ml-01-q4","/assets/data/product-designs.v1.json#products/ml-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-06-q1","sector":"education","lens":"ml","originalWording":"Who leaves a recorded education programme within the next term or year?","wording":"Which active learners experience a documented interruption in the next academic period, separately identifying transfers, completions and unknown outcomes?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"ml-06-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-06"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Learners actively enrolled at the prediction cutoff with validated subsequent academic-period coverage.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-06-q1"},"unit":{"definition":"Active learner-enrolment episode at an agreed academic-period cutoff","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-06-q1"},"outcome":{"definition":"Documented interruption during the next agreed academic period, keeping transfer, completion and unknown outcomes separate.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-06-q1","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"An agreed active-enrolment cutoff before the next academic period.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-06-q1"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Learners actively enrolled at the prediction cutoff with validated subsequent academic-period coverage.","unit":"Active learner-enrolment episode at an agreed academic-period cutoff","anchor":"An agreed active-enrolment cutoff before the next academic period.","measure":"Documented interruption during the next agreed academic period, keeping transfer, completion and unknown outcomes separate."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit reasons, term definitions, transfer records and follow-up. Do not call every enrolment gap dropout or assume a ready-made dropout label.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Documented interruption during the next agreed academic period, keeping transfer, completion and unknown outcomes separate."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Learners actively enrolled at the prediction cutoff with validated subsequent academic-period coverage."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"An agreed active-enrolment cutoff before the next academic period."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-06-q1&kind=question&dataset=Which+active+learners+experience+a+documented+interruption+in+the+next+academic+period%2C+separately+identifying+transfers%2C+completions+and+unknown+outcomes%3F&question=Which+active+learners+experience+a+documented+interruption+in+the+next+academic+period%2C+separately+identifying+transfers%2C+completions+and+unknown+outcomes%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Fml-06-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit reasons, term definitions, transfer records and follow-up. Do not call every enrolment gap dropout or assume a ready-made dropout label.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-06-q1&kind=question&dataset=Which+active+learners+experience+a+documented+interruption+in+the+next+academic+period%2C+separately+identifying+transfers%2C+completions+and+unknown+outcomes%3F&question=Which+active+learners+experience+a+documented+interruption+in+the+next+academic+period%2C+separately+identifying+transfers%2C+completions+and+unknown+outcomes%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Fml-06-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-06-q1","/assets/data/question-designs.v1.json#questions/ml-06-q1","/assets/data/product-designs.v1.json#products/ml-06"],"keywords":["reliability","continuity","dropout","attendance","retention"],"removedKeywords":["outages"],"stableIdPreserved":true},{"questionId":"ml-06-q2","sector":"education","lens":"ml","originalWording":"Which earlier progression and household patterns signal a higher chance of interruption?","wording":"Which earlier progression and household patterns signal a higher chance of interruption?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-06-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-06"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-06-q2"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which earlier progression and household patterns signal a higher chance of interruption?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit reasons, term definitions, transfer records and follow-up. Do not call every enrolment gap dropout or assume a ready-made dropout label.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-06-q2&kind=question&dataset=Which+earlier+progression+and+household+patterns+signal+a+higher+chance+of+interruption%3F&question=Which+earlier+progression+and+household+patterns+signal+a+higher+chance+of+interruption%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Fml-06-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit reasons, term definitions, transfer records and follow-up. Do not call every enrolment gap dropout or assume a ready-made dropout label.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-06-q2&kind=question&dataset=Which+earlier+progression+and+household+patterns+signal+a+higher+chance+of+interruption%3F&question=Which+earlier+progression+and+household+patterns+signal+a+higher+chance+of+interruption%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Fml-06-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-06-q2","/assets/data/question-designs.v1.json#questions/ml-06-q2","/assets/data/product-designs.v1.json#products/ml-06"],"keywords":["reliability","continuity","dropout","attendance","retention"],"removedKeywords":["outages"],"stableIdPreserved":true},{"questionId":"ml-06-q3","sector":"education","lens":"ml","originalWording":"Can temporary breaks be distinguished from transfers and longer departures?","wording":"Can temporary breaks be distinguished from transfers and longer departures?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-06-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-06"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-06-q3"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can temporary breaks be distinguished from transfers and longer departures?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit reasons, term definitions, transfer records and follow-up. Do not call every enrolment gap dropout or assume a ready-made dropout label.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-06-q3&kind=question&dataset=Can+temporary+breaks+be+distinguished+from+transfers+and+longer+departures%3F&question=Can+temporary+breaks+be+distinguished+from+transfers+and+longer+departures%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Fml-06-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit reasons, term definitions, transfer records and follow-up. Do not call every enrolment gap dropout or assume a ready-made dropout label.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-06-q3&kind=question&dataset=Can+temporary+breaks+be+distinguished+from+transfers+and+longer+departures%3F&question=Can+temporary+breaks+be+distinguished+from+transfers+and+longer+departures%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Fml-06-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-06-q3","/assets/data/question-designs.v1.json#questions/ml-06-q3","/assets/data/product-designs.v1.json#products/ml-06"],"keywords":["reliability","continuity","dropout","attendance","retention"],"removedKeywords":["outages"],"stableIdPreserved":true},{"questionId":"ml-06-q4","sector":"education","lens":"ml","originalWording":"How well do predictions transfer to learners entering in a later cohort?","wording":"How well do predictions transfer to learners entering in a later cohort?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-06-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-06"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-06-q4"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How well do predictions transfer to learners entering in a later cohort?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit reasons, term definitions, transfer records and follow-up. Do not call every enrolment gap dropout or assume a ready-made dropout label.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-06-q4&kind=question&dataset=How+well+do+predictions+transfer+to+learners+entering+in+a+later+cohort%3F&question=How+well+do+predictions+transfer+to+learners+entering+in+a+later+cohort%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Fml-06-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit reasons, term definitions, transfer records and follow-up. Do not call every enrolment gap dropout or assume a ready-made dropout label.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-06-q4&kind=question&dataset=How+well+do+predictions+transfer+to+learners+entering+in+a+later+cohort%3F&question=How+well+do+predictions+transfer+to+learners+entering+in+a+later+cohort%3F&domains=Education%2C+Households%2C+Demographics%2C+Finance&source=%2Fresearch-datasets%2Fml-06-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-06-q4","/assets/data/question-designs.v1.json#questions/ml-06-q4","/assets/data/product-designs.v1.json#products/ml-06"],"keywords":["reliability","continuity","dropout","attendance","retention"],"removedKeywords":["outages"],"stableIdPreserved":true},{"questionId":"ml-07-q1","sector":"education","lens":"ml","originalWording":"Who progresses into higher education within a defined period after completion?","wording":"Who progresses into higher education within a defined period after completion?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-07-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-07"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-07-q1"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who progresses into higher education within a defined period after completion?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm education-stage mappings, entry dates, eligibility and observation end. All predictors must precede the chosen decision date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-07-q1&kind=question&dataset=Who+progresses+into+higher+education+within+a+defined+period+after+completion%3F&question=Who+progresses+into+higher+education+within+a+defined+period+after+completion%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Fml-07-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm education-stage mappings, entry dates, eligibility and observation end. All predictors must precede the chosen decision date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-07-q1&kind=question&dataset=Who+progresses+into+higher+education+within+a+defined+period+after+completion%3F&question=Who+progresses+into+higher+education+within+a+defined+period+after+completion%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Fml-07-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-07-q1","/assets/data/question-designs.v1.json#questions/ml-07-q1","/assets/data/product-designs.v1.json#products/ml-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-07-q2","sector":"education","lens":"ml","originalWording":"How does the time to progression differ across prior qualifications?","wording":"How does the time to progression differ across prior qualifications?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-07-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-07"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-07-q2"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does the time to progression differ across prior qualifications?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm education-stage mappings, entry dates, eligibility and observation end. All predictors must precede the chosen decision date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-07-q2&kind=question&dataset=How+does+the+time+to+progression+differ+across+prior+qualifications%3F&question=How+does+the+time+to+progression+differ+across+prior+qualifications%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Fml-07-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm education-stage mappings, entry dates, eligibility and observation end. All predictors must precede the chosen decision date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-07-q2&kind=question&dataset=How+does+the+time+to+progression+differ+across+prior+qualifications%3F&question=How+does+the+time+to+progression+differ+across+prior+qualifications%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Fml-07-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-07-q2","/assets/data/question-designs.v1.json#questions/ml-07-q2","/assets/data/product-designs.v1.json#products/ml-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-07-q3","sector":"education","lens":"ml","originalWording":"Which household and education histories improve predictions made before progression?","wording":"Which household and education histories improve predictions made before progression?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-07-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-07"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-07-q3"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which household and education histories improve predictions made before progression?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm education-stage mappings, entry dates, eligibility and observation end. All predictors must precede the chosen decision date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-07-q3&kind=question&dataset=Which+household+and+education+histories+improve+predictions+made+before+progression%3F&question=Which+household+and+education+histories+improve+predictions+made+before+progression%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Fml-07-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm education-stage mappings, entry dates, eligibility and observation end. All predictors must precede the chosen decision date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-07-q3&kind=question&dataset=Which+household+and+education+histories+improve+predictions+made+before+progression%3F&question=Which+household+and+education+histories+improve+predictions+made+before+progression%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Fml-07-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-07-q3","/assets/data/question-designs.v1.json#questions/ml-07-q3","/assets/data/product-designs.v1.json#products/ml-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-07-q4","sector":"education","lens":"ml","originalWording":"Do models remain reliable for later completion cohorts in each city?","wording":"Do models remain reliable for later completion cohorts in each city?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-07-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-07"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-07-q4"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do models remain reliable for later completion cohorts in each city?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm education-stage mappings, entry dates, eligibility and observation end. All predictors must precede the chosen decision date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-07-q4&kind=question&dataset=Do+models+remain+reliable+for+later+completion+cohorts+in+each+city%3F&question=Do+models+remain+reliable+for+later+completion+cohorts+in+each+city%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Fml-07-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm education-stage mappings, entry dates, eligibility and observation end. All predictors must precede the chosen decision date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-07-q4&kind=question&dataset=Do+models+remain+reliable+for+later+completion+cohorts+in+each+city%3F&question=Do+models+remain+reliable+for+later+completion+cohorts+in+each+city%3F&domains=Education%2C+Households%2C+Demographics%2C+Employment&source=%2Fresearch-datasets%2Fml-07-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-07-q4","/assets/data/question-designs.v1.json#questions/ml-07-q4","/assets/data/product-designs.v1.json#products/ml-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-04-q1","sector":"education","lens":"ai","originalWording":"Can an assistant explain a learner's progression in the correct order?","wording":"Can an assistant explain a learner's progression in the correct order?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-04-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-04-q1"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant explain a learner's progression in the correct order?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Verify that status distinctions exist in the source. Evaluate record fidelity and uncertainty handling, not unsupported explanations of why a learner left.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-04-q1&kind=question&dataset=Can+an+assistant+explain+a+learner%27s+progression+in+the+correct+order%3F&question=Can+an+assistant+explain+a+learner%27s+progression+in+the+correct+order%3F&domains=Education%2C+Demographics%2C+Households%2C+Employment&source=%2Fresearch-datasets%2Fai-04-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Verify that status distinctions exist in the source. Evaluate record fidelity and uncertainty handling, not unsupported explanations of why a learner left.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-04-q1&kind=question&dataset=Can+an+assistant+explain+a+learner%27s+progression+in+the+correct+order%3F&question=Can+an+assistant+explain+a+learner%27s+progression+in+the+correct+order%3F&domains=Education%2C+Demographics%2C+Households%2C+Employment&source=%2Fresearch-datasets%2Fai-04-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-04-q1","/assets/data/question-designs.v1.json#questions/ai-04-q1","/assets/data/product-designs.v1.json#products/ai-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-04-q2","sector":"education","lens":"ai","originalWording":"Can it distinguish completion, transfer and a recorded break when the evidence permits?","wording":"Can an AI assistant distinguish completion, transfer and a recorded break when the evidence permits?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-04-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-04-q2"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant distinguish completion, transfer and a recorded break when the evidence permits?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Verify that status distinctions exist in the source. Evaluate record fidelity and uncertainty handling, not unsupported explanations of why a learner left.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-04-q2&kind=question&dataset=Can+an+AI+assistant+distinguish+completion%2C+transfer+and+a+recorded+break+when+the+evidence+permits%3F&question=Can+an+AI+assistant+distinguish+completion%2C+transfer+and+a+recorded+break+when+the+evidence+permits%3F&domains=Education%2C+Demographics%2C+Households%2C+Employment&source=%2Fresearch-datasets%2Fai-04-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Verify that status distinctions exist in the source. Evaluate record fidelity and uncertainty handling, not unsupported explanations of why a learner left.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-04-q2&kind=question&dataset=Can+an+AI+assistant+distinguish+completion%2C+transfer+and+a+recorded+break+when+the+evidence+permits%3F&question=Can+an+AI+assistant+distinguish+completion%2C+transfer+and+a+recorded+break+when+the+evidence+permits%3F&domains=Education%2C+Demographics%2C+Households%2C+Employment&source=%2Fresearch-datasets%2Fai-04-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-04-q2","/assets/data/question-designs.v1.json#questions/ai-04-q2","/assets/data/product-designs.v1.json#products/ai-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-04-q3","sector":"education","lens":"ai","originalWording":"Can it summarize education alongside overlapping work or household events?","wording":"Can an AI assistant summarize education alongside overlapping work or household events?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-04-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-04-q3"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant summarize education alongside overlapping work or household events?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Verify that status distinctions exist in the source. Evaluate record fidelity and uncertainty handling, not unsupported explanations of why a learner left.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-04-q3&kind=question&dataset=Can+an+AI+assistant+summarize+education+alongside+overlapping+work+or+household+events%3F&question=Can+an+AI+assistant+summarize+education+alongside+overlapping+work+or+household+events%3F&domains=Education%2C+Demographics%2C+Households%2C+Employment&source=%2Fresearch-datasets%2Fai-04-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Verify that status distinctions exist in the source. Evaluate record fidelity and uncertainty handling, not unsupported explanations of why a learner left.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-04-q3&kind=question&dataset=Can+an+AI+assistant+summarize+education+alongside+overlapping+work+or+household+events%3F&question=Can+an+AI+assistant+summarize+education+alongside+overlapping+work+or+household+events%3F&domains=Education%2C+Demographics%2C+Households%2C+Employment&source=%2Fresearch-datasets%2Fai-04-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-04-q3","/assets/data/question-designs.v1.json#questions/ai-04-q3","/assets/data/product-designs.v1.json#products/ai-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-04-q4","sector":"education","lens":"ai","originalWording":"Can it flag missing dates or uncertain outcomes without inventing a reason?","wording":"Can an AI assistant flag missing dates or uncertain outcomes without inventing a reason?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-04-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-04-q4"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant flag missing dates or uncertain outcomes without inventing a reason?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Verify that status distinctions exist in the source. Evaluate record fidelity and uncertainty handling, not unsupported explanations of why a learner left.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-04-q4&kind=question&dataset=Can+an+AI+assistant+flag+missing+dates+or+uncertain+outcomes+without+inventing+a+reason%3F&question=Can+an+AI+assistant+flag+missing+dates+or+uncertain+outcomes+without+inventing+a+reason%3F&domains=Education%2C+Demographics%2C+Households%2C+Employment&source=%2Fresearch-datasets%2Fai-04-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Verify that status distinctions exist in the source. Evaluate record fidelity and uncertainty handling, not unsupported explanations of why a learner left.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-04-q4&kind=question&dataset=Can+an+AI+assistant+flag+missing+dates+or+uncertain+outcomes+without+inventing+a+reason%3F&question=Can+an+AI+assistant+flag+missing+dates+or+uncertain+outcomes+without+inventing+a+reason%3F&domains=Education%2C+Demographics%2C+Households%2C+Employment&source=%2Fresearch-datasets%2Fai-04-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-04-q4","/assets/data/question-designs.v1.json#questions/ai-04-q4","/assets/data/product-designs.v1.json#products/ai-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-01-q1","sector":"education","lens":"research","originalWording":"How do later earnings differ across recorded qualification levels?","wording":"How do later earnings differ across recorded qualification levels?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-01-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-01"],"proposedAssociations":[],"pricingBasis":{"productId":"research-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-01-q1"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do later earnings differ across recorded qualification levels?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These are observational questions, not causal returns-to-education estimates. Confirm earnings units, inflation treatment, cohort comparability and observation length.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-01-q1&kind=question&dataset=How+do+later+earnings+differ+across+recorded+qualification+levels%3F&question=How+do+later+earnings+differ+across+recorded+qualification+levels%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-01-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These are observational questions, not causal returns-to-education estimates. Confirm earnings units, inflation treatment, cohort comparability and observation length.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-01-q1&kind=question&dataset=How+do+later+earnings+differ+across+recorded+qualification+levels%3F&question=How+do+later+earnings+differ+across+recorded+qualification+levels%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-01-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-01-q1","/assets/data/question-designs.v1.json#questions/research-01-q1","/assets/data/product-designs.v1.json#products/research-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-01-q2","sector":"education","lens":"research","originalWording":"How does the time from completion to first work vary across education pathways?","wording":"How does the time from completion to first work vary across education pathways?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-01-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-01"],"proposedAssociations":[],"pricingBasis":{"productId":"research-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-01-q2"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does the time from completion to first work vary across education pathways?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These are observational questions, not causal returns-to-education estimates. Confirm earnings units, inflation treatment, cohort comparability and observation length.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-01-q2&kind=question&dataset=How+does+the+time+from+completion+to+first+work+vary+across+education+pathways%3F&question=How+does+the+time+from+completion+to+first+work+vary+across+education+pathways%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-01-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These are observational questions, not causal returns-to-education estimates. Confirm earnings units, inflation treatment, cohort comparability and observation length.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-01-q2&kind=question&dataset=How+does+the+time+from+completion+to+first+work+vary+across+education+pathways%3F&question=How+does+the+time+from+completion+to+first+work+vary+across+education+pathways%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-01-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-01-q2","/assets/data/question-designs.v1.json#questions/research-01-q2","/assets/data/product-designs.v1.json#products/research-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-01-q3","sector":"education","lens":"research","originalWording":"Do education-earnings differences change through early and later careers?","wording":"Do education-earnings differences change through early and later careers?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-01-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-01"],"proposedAssociations":[],"pricingBasis":{"productId":"research-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-01-q3"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do education-earnings differences change through early and later careers?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These are observational questions, not causal returns-to-education estimates. Confirm earnings units, inflation treatment, cohort comparability and observation length.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-01-q3&kind=question&dataset=Do+education-earnings+differences+change+through+early+and+later+careers%3F&question=Do+education-earnings+differences+change+through+early+and+later+careers%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-01-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These are observational questions, not causal returns-to-education estimates. Confirm earnings units, inflation treatment, cohort comparability and observation length.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-01-q3&kind=question&dataset=Do+education-earnings+differences+change+through+early+and+later+careers%3F&question=Do+education-earnings+differences+change+through+early+and+later+careers%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-01-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-01-q3","/assets/data/question-designs.v1.json#questions/research-01-q3","/assets/data/product-designs.v1.json#products/research-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-01-q4","sector":"education","lens":"research","originalWording":"How do observed patterns vary after accounting for household and demographic context?","wording":"How do observed patterns vary after accounting for household and demographic context?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-01-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-01"],"proposedAssociations":[],"pricingBasis":{"productId":"research-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-01-q4"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do observed patterns vary after accounting for household and demographic context?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These are observational questions, not causal returns-to-education estimates. Confirm earnings units, inflation treatment, cohort comparability and observation length.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-01-q4&kind=question&dataset=How+do+observed+patterns+vary+after+accounting+for+household+and+demographic+context%3F&question=How+do+observed+patterns+vary+after+accounting+for+household+and+demographic+context%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-01-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","These are observational questions, not causal returns-to-education estimates. Confirm earnings units, inflation treatment, cohort comparability and observation length.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-01-q4&kind=question&dataset=How+do+observed+patterns+vary+after+accounting+for+household+and+demographic+context%3F&question=How+do+observed+patterns+vary+after+accounting+for+household+and+demographic+context%3F&domains=Education%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-01-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-01-q4","/assets/data/question-designs.v1.json#questions/research-01-q4","/assets/data/product-designs.v1.json#products/research-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-04-q1","sector":"education","lens":"research","originalWording":"How does participation differ across household income groups?","wording":"How does participation differ across household income groups?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-04-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-04"],"proposedAssociations":[],"pricingBasis":{"productId":"research-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-04-q1"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does participation differ across household income groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and educational eligibility. Household-income associations do not prove parental income caused an education outcome; actual fees are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-04-q1&kind=question&dataset=How+does+participation+differ+across+household+income+groups%3F&question=How+does+participation+differ+across+household+income+groups%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-04-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and educational eligibility. Household-income associations do not prove parental income caused an education outcome; actual fees are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-04-q1&kind=question&dataset=How+does+participation+differ+across+household+income+groups%3F&question=How+does+participation+differ+across+household+income+groups%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-04-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-04-q1","/assets/data/question-designs.v1.json#questions/research-04-q1","/assets/data/product-designs.v1.json#products/research-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-04-q2","sector":"education","lens":"research","originalWording":"Do changes in household finances coincide with interruptions in education?","wording":"Do changes in household finances coincide with interruptions in education?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-04-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-04"],"proposedAssociations":[],"pricingBasis":{"productId":"research-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-04-q2"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do changes in household finances coincide with interruptions in education?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and educational eligibility. Household-income associations do not prove parental income caused an education outcome; actual fees are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-04-q2&kind=question&dataset=Do+changes+in+household+finances+coincide+with+interruptions+in+education%3F&question=Do+changes+in+household+finances+coincide+with+interruptions+in+education%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-04-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and educational eligibility. Household-income associations do not prove parental income caused an education outcome; actual fees are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-04-q2&kind=question&dataset=Do+changes+in+household+finances+coincide+with+interruptions+in+education%3F&question=Do+changes+in+household+finances+coincide+with+interruptions+in+education%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-04-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-04-q2","/assets/data/question-designs.v1.json#questions/research-04-q2","/assets/data/product-designs.v1.json#products/research-04"],"keywords":["reliability","continuity","dropout","attendance","retention"],"removedKeywords":["outages"],"stableIdPreserved":true},{"questionId":"research-04-q3","sector":"education","lens":"research","originalWording":"How do education pathways differ between households with similar resources?","wording":"How do education pathways differ between households with similar resources?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-04-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-04"],"proposedAssociations":[],"pricingBasis":{"productId":"research-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-04-q3"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do education pathways differ between households with similar resources?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and educational eligibility. Household-income associations do not prove parental income caused an education outcome; actual fees are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-04-q3&kind=question&dataset=How+do+education+pathways+differ+between+households+with+similar+resources%3F&question=How+do+education+pathways+differ+between+households+with+similar+resources%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-04-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and educational eligibility. Household-income associations do not prove parental income caused an education outcome; actual fees are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-04-q3&kind=question&dataset=How+do+education+pathways+differ+between+households+with+similar+resources%3F&question=How+do+education+pathways+differ+between+households+with+similar+resources%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-04-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-04-q3","/assets/data/question-designs.v1.json#questions/research-04-q3","/assets/data/product-designs.v1.json#products/research-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-04-q4","sector":"education","lens":"research","originalWording":"Are income-related participation gaps similar across age groups and cities?","wording":"Are income-related participation gaps similar across age groups and cities?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-04-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-04"],"proposedAssociations":[],"pricingBasis":{"productId":"research-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-04-q4"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Are income-related participation gaps similar across age groups and cities?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and educational eligibility. Household-income associations do not prove parental income caused an education outcome; actual fees are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-04-q4&kind=question&dataset=Are+income-related+participation+gaps+similar+across+age+groups+and+cities%3F&question=Are+income-related+participation+gaps+similar+across+age+groups+and+cities%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-04-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm income timing and educational eligibility. Household-income associations do not prove parental income caused an education outcome; actual fees are not verified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-04-q4&kind=question&dataset=Are+income-related+participation+gaps+similar+across+age+groups+and+cities%3F&question=Are+income-related+participation+gaps+similar+across+age+groups+and+cities%3F&domains=Households%2C+Finance%2C+Education%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-04-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-04-q4","/assets/data/question-designs.v1.json#questions/research-04-q4","/assets/data/product-designs.v1.json#products/research-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-01-q1","sector":"education","lens":"research","originalWording":"How soon after completion does the first recorded job begin?","wording":"How soon after completion does the first recorded job begin?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-01-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-01"],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-01-q1"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How soon after completion does the first recorded job begin?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm first-job and completion definitions. Any recorded employment should not be described as stable, satisfactory or caused by the qualification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-01-q1&kind=question&dataset=How+soon+after+completion+does+the+first+recorded+job+begin%3F&question=How+soon+after+completion+does+the+first+recorded+job+begin%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-01-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm first-job and completion definitions. Any recorded employment should not be described as stable, satisfactory or caused by the qualification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-01-q1&kind=question&dataset=How+soon+after+completion+does+the+first+recorded+job+begin%3F&question=How+soon+after+completion+does+the+first+recorded+job+begin%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-01-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-01-q1","/assets/data/question-designs.v1.json#questions/general-01-q1","/assets/data/product-designs.v1.json#products/general-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-01-q2","sector":"education","lens":"research","originalWording":"Which qualifications are followed by different early career pathways?","wording":"Which qualifications are followed by different early career pathways?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-01-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-01"],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-01-q2"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which qualifications are followed by different early career pathways?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm first-job and completion definitions. Any recorded employment should not be described as stable, satisfactory or caused by the qualification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-01-q2&kind=question&dataset=Which+qualifications+are+followed+by+different+early+career+pathways%3F&question=Which+qualifications+are+followed+by+different+early+career+pathways%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-01-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm first-job and completion definitions. Any recorded employment should not be described as stable, satisfactory or caused by the qualification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-01-q2&kind=question&dataset=Which+qualifications+are+followed+by+different+early+career+pathways%3F&question=Which+qualifications+are+followed+by+different+early+career+pathways%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-01-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-01-q2","/assets/data/question-designs.v1.json#questions/general-01-q2","/assets/data/product-designs.v1.json#products/general-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-01-q3","sector":"education","lens":"research","originalWording":"Who returns to further education before or while entering work?","wording":"Who returns to further education before or while entering work?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-01-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-01"],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-01-q3"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who returns to further education before or while entering work?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm first-job and completion definitions. Any recorded employment should not be described as stable, satisfactory or caused by the qualification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-01-q3&kind=question&dataset=Who+returns+to+further+education+before+or+while+entering+work%3F&question=Who+returns+to+further+education+before+or+while+entering+work%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-01-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm first-job and completion definitions. Any recorded employment should not be described as stable, satisfactory or caused by the qualification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-01-q3&kind=question&dataset=Who+returns+to+further+education+before+or+while+entering+work%3F&question=Who+returns+to+further+education+before+or+while+entering+work%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-01-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-01-q3","/assets/data/question-designs.v1.json#questions/general-01-q3","/assets/data/product-designs.v1.json#products/general-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-01-q4","sector":"education","lens":"research","originalWording":"How do pathways differ across age groups and the two cities?","wording":"How do pathways differ across age groups and the two cities?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-01-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-01"],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-01-q4"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do pathways differ across age groups and the two cities?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm first-job and completion definitions. Any recorded employment should not be described as stable, satisfactory or caused by the qualification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-01-q4&kind=question&dataset=How+do+pathways+differ+across+age+groups+and+the+two+cities%3F&question=How+do+pathways+differ+across+age+groups+and+the+two+cities%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-01-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm first-job and completion definitions. Any recorded employment should not be described as stable, satisfactory or caused by the qualification.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-01-q4&kind=question&dataset=How+do+pathways+differ+across+age+groups+and+the+two+cities%3F&question=How+do+pathways+differ+across+age+groups+and+the+two+cities%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-01-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-01-q4","/assets/data/question-designs.v1.json#questions/general-01-q4","/assets/data/product-designs.v1.json#products/general-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-11-q1","sector":"education","lens":"research","originalWording":"Who is enrolled at each education stage?","wording":"Who is enrolled at each education stage?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-11-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-11"],"proposedAssociations":[],"pricingBasis":{"productId":"general-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-11-q1"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who is enrolled at each education stage?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators, stage mappings and exit definitions. Enrolment is not attendance, and completion is not measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-11-q1&kind=question&dataset=Who+is+enrolled+at+each+education+stage%3F&question=Who+is+enrolled+at+each+education+stage%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-11-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators, stage mappings and exit definitions. Enrolment is not attendance, and completion is not measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-11-q1&kind=question&dataset=Who+is+enrolled+at+each+education+stage%3F&question=Who+is+enrolled+at+each+education+stage%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-11-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-11-q1","/assets/data/question-designs.v1.json#questions/general-11-q1","/assets/data/product-designs.v1.json#products/general-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-11-q2","sector":"education","lens":"research","originalWording":"Who moves from one stage to the next?","wording":"Who moves from one stage to the next?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-11-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-11"],"proposedAssociations":[],"pricingBasis":{"productId":"general-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-11-q2"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who moves from one stage to the next?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators, stage mappings and exit definitions. Enrolment is not attendance, and completion is not measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-11-q2&kind=question&dataset=Who+moves+from+one+stage+to+the+next%3F&question=Who+moves+from+one+stage+to+the+next%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-11-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators, stage mappings and exit definitions. Enrolment is not attendance, and completion is not measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-11-q2&kind=question&dataset=Who+moves+from+one+stage+to+the+next%3F&question=Who+moves+from+one+stage+to+the+next%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-11-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-11-q2","/assets/data/question-designs.v1.json#questions/general-11-q2","/assets/data/product-designs.v1.json#products/general-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-11-q3","sector":"education","lens":"research","originalWording":"Where do recorded education pathways include breaks or later returns?","wording":"Where do recorded education pathways include breaks or later returns?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-11-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-11"],"proposedAssociations":[],"pricingBasis":{"productId":"general-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-11-q3"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where do recorded education pathways include breaks or later returns?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators, stage mappings and exit definitions. Enrolment is not attendance, and completion is not measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-11-q3&kind=question&dataset=Where+do+recorded+education+pathways+include+breaks+or+later+returns%3F&question=Where+do+recorded+education+pathways+include+breaks+or+later+returns%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-11-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators, stage mappings and exit definitions. Enrolment is not attendance, and completion is not measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-11-q3&kind=question&dataset=Where+do+recorded+education+pathways+include+breaks+or+later+returns%3F&question=Where+do+recorded+education+pathways+include+breaks+or+later+returns%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-11-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-11-q3","/assets/data/question-designs.v1.json#questions/general-11-q3","/assets/data/product-designs.v1.json#products/general-11"],"keywords":["dropout","attendance","retention"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-11-q4","sector":"education","lens":"research","originalWording":"How do participation patterns differ across household groups and cities?","wording":"How do participation patterns differ across household groups and cities?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-11-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-11"],"proposedAssociations":[],"pricingBasis":{"productId":"general-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-11-q4"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do participation patterns differ across household groups and cities?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated enrolments, programme/stage definitions and completions","status":"required_unverified_for_question"},{"concept":"Dated interruptions, transfers and observed exits where relevant","status":"required_unverified_for_question"},{"concept":"Effective-dated learner and household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators, stage mappings and exit definitions. Enrolment is not attendance, and completion is not measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-11-q4&kind=question&dataset=How+do+participation+patterns+differ+across+household+groups+and+cities%3F&question=How+do+participation+patterns+differ+across+household+groups+and+cities%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-11-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm school-age denominators, stage mappings and exit definitions. Enrolment is not attendance, and completion is not measured learning.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-11-q4&kind=question&dataset=How+do+participation+patterns+differ+across+household+groups+and+cities%3F&question=How+do+participation+patterns+differ+across+household+groups+and+cities%3F&domains=Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-11-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-11-q4","/assets/data/question-designs.v1.json#questions/general-11-q4","/assets/data/product-designs.v1.json#products/general-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-02-q1","sector":"employment","lens":"ml","originalWording":"How long does a work gap last before the next recorded job begins?","wording":"How long does a work gap last before the next recorded job begins?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-02-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-02-q1"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long does a work gap last before the next recorded job begins?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A work gap is not necessarily unemployment. Confirm active job-search and availability before using that label; define censoring and prevent future-event leakage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-02-q1&kind=question&dataset=How+long+does+a+work+gap+last+before+the+next+recorded+job+begins%3F&question=How+long+does+a+work+gap+last+before+the+next+recorded+job+begins%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-02-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A work gap is not necessarily unemployment. Confirm active job-search and availability before using that label; define censoring and prevent future-event leakage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-02-q1&kind=question&dataset=How+long+does+a+work+gap+last+before+the+next+recorded+job+begins%3F&question=How+long+does+a+work+gap+last+before+the+next+recorded+job+begins%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-02-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-02-q1","/assets/data/question-designs.v1.json#questions/ml-02-q1","/assets/data/product-designs.v1.json#products/ml-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-02-q2","sector":"employment","lens":"ml","originalWording":"Which prior career patterns are associated with a longer return-to-work period?","wording":"Which prior career patterns are associated with a longer return-to-work period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-02-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-02-q2"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which prior career patterns are associated with a longer return-to-work period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A work gap is not necessarily unemployment. Confirm active job-search and availability before using that label; define censoring and prevent future-event leakage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-02-q2&kind=question&dataset=Which+prior+career+patterns+are+associated+with+a+longer+return-to-work+period%3F&question=Which+prior+career+patterns+are+associated+with+a+longer+return-to-work+period%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-02-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A work gap is not necessarily unemployment. Confirm active job-search and availability before using that label; define censoring and prevent future-event leakage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-02-q2&kind=question&dataset=Which+prior+career+patterns+are+associated+with+a+longer+return-to-work+period%3F&question=Which+prior+career+patterns+are+associated+with+a+longer+return-to-work+period%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-02-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-02-q2","/assets/data/question-designs.v1.json#questions/ml-02-q2","/assets/data/product-designs.v1.json#products/ml-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-02-q3","sector":"employment","lens":"ml","originalWording":"How well do models handle people who have not returned by the end of observation?","wording":"How well do models handle people who have not returned by the end of observation?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-02-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-02-q3"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How well do models handle people who have not returned by the end of observation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A work gap is not necessarily unemployment. Confirm active job-search and availability before using that label; define censoring and prevent future-event leakage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-02-q3&kind=question&dataset=How+well+do+models+handle+people+who+have+not+returned+by+the+end+of+observation%3F&question=How+well+do+models+handle+people+who+have+not+returned+by+the+end+of+observation%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-02-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A work gap is not necessarily unemployment. Confirm active job-search and availability before using that label; define censoring and prevent future-event leakage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-02-q3&kind=question&dataset=How+well+do+models+handle+people+who+have+not+returned+by+the+end+of+observation%3F&question=How+well+do+models+handle+people+who+have+not+returned+by+the+end+of+observation%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-02-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-02-q3","/assets/data/question-designs.v1.json#questions/ml-02-q3","/assets/data/product-designs.v1.json#products/ml-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-02-q4","sector":"employment","lens":"ml","originalWording":"Do duration estimates hold up on work gaps beginning in a later period?","wording":"Do duration estimates hold up on work gaps beginning in a later period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-02-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-02-q4"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do duration estimates hold up on work gaps beginning in a later period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A work gap is not necessarily unemployment. Confirm active job-search and availability before using that label; define censoring and prevent future-event leakage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-02-q4&kind=question&dataset=Do+duration+estimates+hold+up+on+work+gaps+beginning+in+a+later+period%3F&question=Do+duration+estimates+hold+up+on+work+gaps+beginning+in+a+later+period%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-02-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A work gap is not necessarily unemployment. Confirm active job-search and availability before using that label; define censoring and prevent future-event leakage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-02-q4&kind=question&dataset=Do+duration+estimates+hold+up+on+work+gaps+beginning+in+a+later+period%3F&question=Do+duration+estimates+hold+up+on+work+gaps+beginning+in+a+later+period%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-02-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-02-q4","/assets/data/question-designs.v1.json#questions/ml-02-q4","/assets/data/product-designs.v1.json#products/ml-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-13-q1","sector":"employment","lens":"ml","originalWording":"Who leaves a recorded employer within the next three or six months?","wording":"Who leaves a recorded employer within the next three or six months?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-13-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-13-q1"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who leaves a recorded employer within the next three or six months?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit definitions, concurrent jobs and follow-up. Employer departure does not establish voluntary turnover; exclude information recorded after the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-13-q1&kind=question&dataset=Who+leaves+a+recorded+employer+within+the+next+three+or+six+months%3F&question=Who+leaves+a+recorded+employer+within+the+next+three+or+six+months%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fml-13-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit definitions, concurrent jobs and follow-up. Employer departure does not establish voluntary turnover; exclude information recorded after the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-13-q1&kind=question&dataset=Who+leaves+a+recorded+employer+within+the+next+three+or+six+months%3F&question=Who+leaves+a+recorded+employer+within+the+next+three+or+six+months%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fml-13-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-13-q1","/assets/data/question-designs.v1.json#questions/ml-13-q1","/assets/data/product-designs.v1.json#products/ml-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-13-q2","sector":"employment","lens":"ml","originalWording":"Which tenure and prior-work patterns help distinguish longer and shorter employment spells?","wording":"Which tenure and prior-work patterns help distinguish longer and shorter employment spells?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-13-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-13-q2"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which tenure and prior-work patterns help distinguish longer and shorter employment spells?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit definitions, concurrent jobs and follow-up. Employer departure does not establish voluntary turnover; exclude information recorded after the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-13-q2&kind=question&dataset=Which+tenure+and+prior-work+patterns+help+distinguish+longer+and+shorter+employment+spells%3F&question=Which+tenure+and+prior-work+patterns+help+distinguish+longer+and+shorter+employment+spells%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fml-13-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit definitions, concurrent jobs and follow-up. Employer departure does not establish voluntary turnover; exclude information recorded after the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-13-q2&kind=question&dataset=Which+tenure+and+prior-work+patterns+help+distinguish+longer+and+shorter+employment+spells%3F&question=Which+tenure+and+prior-work+patterns+help+distinguish+longer+and+shorter+employment+spells%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fml-13-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-13-q2","/assets/data/question-designs.v1.json#questions/ml-13-q2","/assets/data/product-designs.v1.json#products/ml-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-13-q3","sector":"employment","lens":"ml","originalWording":"Do predictions remain reliable across different employers or worker groups?","wording":"Do predictions remain reliable across different employers or worker groups?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-13-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-13-q3"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do predictions remain reliable across different employers or worker groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit definitions, concurrent jobs and follow-up. Employer departure does not establish voluntary turnover; exclude information recorded after the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-13-q3&kind=question&dataset=Do+predictions+remain+reliable+across+different+employers+or+worker+groups%3F&question=Do+predictions+remain+reliable+across+different+employers+or+worker+groups%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fml-13-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit definitions, concurrent jobs and follow-up. Employer departure does not establish voluntary turnover; exclude information recorded after the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-13-q3&kind=question&dataset=Do+predictions+remain+reliable+across+different+employers+or+worker+groups%3F&question=Do+predictions+remain+reliable+across+different+employers+or+worker+groups%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fml-13-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-13-q3","/assets/data/question-designs.v1.json#questions/ml-13-q3","/assets/data/product-designs.v1.json#products/ml-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-13-q4","sector":"employment","lens":"ml","originalWording":"How well do models perform on employment spells beginning in a later period?","wording":"How well do models perform on employment spells beginning in a later period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-13-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-13-q4"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How well do models perform on employment spells beginning in a later period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit definitions, concurrent jobs and follow-up. Employer departure does not establish voluntary turnover; exclude information recorded after the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-13-q4&kind=question&dataset=How+well+do+models+perform+on+employment+spells+beginning+in+a+later+period%3F&question=How+well+do+models+perform+on+employment+spells+beginning+in+a+later+period%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fml-13-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Verify exit definitions, concurrent jobs and follow-up. Employer departure does not establish voluntary turnover; exclude information recorded after the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-13-q4&kind=question&dataset=How+well+do+models+perform+on+employment+spells+beginning+in+a+later+period%3F&question=How+well+do+models+perform+on+employment+spells+beginning+in+a+later+period%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fml-13-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-13-q4","/assets/data/question-designs.v1.json#questions/ml-13-q4","/assets/data/product-designs.v1.json#products/ml-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-05-q1","sector":"employment","lens":"ai","originalWording":"Can an assistant reconstruct a career across several employers?","wording":"Can an assistant reconstruct a career across several employers?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-05-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-05"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-05-q1"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant reconstruct a career across several employers?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm date precision, concurrent-job representation and expected answers. Employment gaps alone do not prove unemployment or reasons for leaving.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-05-q1&kind=question&dataset=Can+an+assistant+reconstruct+a+career+across+several+employers%3F&question=Can+an+assistant+reconstruct+a+career+across+several+employers%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fai-05-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm date precision, concurrent-job representation and expected answers. Employment gaps alone do not prove unemployment or reasons for leaving.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-05-q1&kind=question&dataset=Can+an+assistant+reconstruct+a+career+across+several+employers%3F&question=Can+an+assistant+reconstruct+a+career+across+several+employers%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fai-05-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-05-q1","/assets/data/question-designs.v1.json#questions/ai-05-q1","/assets/data/product-designs.v1.json#products/ai-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-05-q2","sector":"employment","lens":"ai","originalWording":"Can it calculate a recorded work gap without inventing missing employment?","wording":"Can an AI assistant calculate a recorded work gap without inventing missing employment?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-05-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-05"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-05-q2"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant calculate a recorded work gap without inventing missing employment?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm date precision, concurrent-job representation and expected answers. Employment gaps alone do not prove unemployment or reasons for leaving.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-05-q2&kind=question&dataset=Can+an+AI+assistant+calculate+a+recorded+work+gap+without+inventing+missing+employment%3F&question=Can+an+AI+assistant+calculate+a+recorded+work+gap+without+inventing+missing+employment%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fai-05-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm date precision, concurrent-job representation and expected answers. Employment gaps alone do not prove unemployment or reasons for leaving.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-05-q2&kind=question&dataset=Can+an+AI+assistant+calculate+a+recorded+work+gap+without+inventing+missing+employment%3F&question=Can+an+AI+assistant+calculate+a+recorded+work+gap+without+inventing+missing+employment%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fai-05-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-05-q2","/assets/data/question-designs.v1.json#questions/ai-05-q2","/assets/data/product-designs.v1.json#products/ai-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-05-q3","sector":"employment","lens":"ai","originalWording":"Can it distinguish overlapping jobs from a move between jobs?","wording":"Can an AI assistant distinguish overlapping jobs from a move between jobs?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-05-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-05"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-05-q3"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant distinguish overlapping jobs from a move between jobs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm date precision, concurrent-job representation and expected answers. Employment gaps alone do not prove unemployment or reasons for leaving.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-05-q3&kind=question&dataset=Can+an+AI+assistant+distinguish+overlapping+jobs+from+a+move+between+jobs%3F&question=Can+an+AI+assistant+distinguish+overlapping+jobs+from+a+move+between+jobs%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fai-05-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm date precision, concurrent-job representation and expected answers. Employment gaps alone do not prove unemployment or reasons for leaving.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-05-q3&kind=question&dataset=Can+an+AI+assistant+distinguish+overlapping+jobs+from+a+move+between+jobs%3F&question=Can+an+AI+assistant+distinguish+overlapping+jobs+from+a+move+between+jobs%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fai-05-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-05-q3","/assets/data/question-designs.v1.json#questions/ai-05-q3","/assets/data/product-designs.v1.json#products/ai-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-05-q4","sector":"employment","lens":"ai","originalWording":"Can it answer a career question with the relevant records and stated uncertainties?","wording":"Can an AI assistant answer a career question with the relevant records and stated uncertainties?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-05-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-05"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-05-q4"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant answer a career question with the relevant records and stated uncertainties?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm date precision, concurrent-job representation and expected answers. Employment gaps alone do not prove unemployment or reasons for leaving.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-05-q4&kind=question&dataset=Can+an+AI+assistant+answer+a+career+question+with+the+relevant+records+and+stated+uncertainties%3F&question=Can+an+AI+assistant+answer+a+career+question+with+the+relevant+records+and+stated+uncertainties%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fai-05-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm date precision, concurrent-job representation and expected answers. Employment gaps alone do not prove unemployment or reasons for leaving.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-05-q4&kind=question&dataset=Can+an+AI+assistant+answer+a+career+question+with+the+relevant+records+and+stated+uncertainties%3F&question=Can+an+AI+assistant+answer+a+career+question+with+the+relevant+records+and+stated+uncertainties%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fai-05-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-05-q4","/assets/data/question-designs.v1.json#questions/ai-05-q4","/assets/data/product-designs.v1.json#products/ai-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-02-q1","sector":"employment","lens":"research","originalWording":"Which young people take longest to enter a first recorded job?","wording":"Which young people take longest to enter a first recorded job?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-02-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-02"],"proposedAssociations":[],"pricingBasis":{"productId":"research-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-02-q1"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which young people take longest to enter a first recorded job?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","State the youth age range. Formal unemployment needs job-search and availability measures; NEET additionally needs training participation, which is unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-02-q1&kind=question&dataset=Which+young+people+take+longest+to+enter+a+first+recorded+job%3F&question=Which+young+people+take+longest+to+enter+a+first+recorded+job%3F&domains=Employment%2C+Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-02-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","State the youth age range. Formal unemployment needs job-search and availability measures; NEET additionally needs training participation, which is unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-02-q1&kind=question&dataset=Which+young+people+take+longest+to+enter+a+first+recorded+job%3F&question=Which+young+people+take+longest+to+enter+a+first+recorded+job%3F&domains=Employment%2C+Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-02-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-02-q1","/assets/data/question-designs.v1.json#questions/research-02-q1","/assets/data/product-designs.v1.json#products/research-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-02-q2","sector":"employment","lens":"research","originalWording":"How do work gaps vary by education and household circumstances?","wording":"How do work gaps vary by education and household circumstances?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-02-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-02"],"proposedAssociations":[],"pricingBasis":{"productId":"research-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-02-q2"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do work gaps vary by education and household circumstances?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","State the youth age range. Formal unemployment needs job-search and availability measures; NEET additionally needs training participation, which is unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-02-q2&kind=question&dataset=How+do+work+gaps+vary+by+education+and+household+circumstances%3F&question=How+do+work+gaps+vary+by+education+and+household+circumstances%3F&domains=Employment%2C+Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-02-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","State the youth age range. Formal unemployment needs job-search and availability measures; NEET additionally needs training participation, which is unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-02-q2&kind=question&dataset=How+do+work+gaps+vary+by+education+and+household+circumstances%3F&question=How+do+work+gaps+vary+by+education+and+household+circumstances%3F&domains=Employment%2C+Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-02-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-02-q2","/assets/data/question-designs.v1.json#questions/research-02-q2","/assets/data/product-designs.v1.json#products/research-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-02-q3","sector":"employment","lens":"research","originalWording":"Which pathways include repeated movement between education and work?","wording":"Which pathways include repeated movement between education and work?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-02-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-02"],"proposedAssociations":[],"pricingBasis":{"productId":"research-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-02-q3"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which pathways include repeated movement between education and work?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","State the youth age range. Formal unemployment needs job-search and availability measures; NEET additionally needs training participation, which is unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-02-q3&kind=question&dataset=Which+pathways+include+repeated+movement+between+education+and+work%3F&question=Which+pathways+include+repeated+movement+between+education+and+work%3F&domains=Employment%2C+Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-02-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","State the youth age range. Formal unemployment needs job-search and availability measures; NEET additionally needs training participation, which is unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-02-q3&kind=question&dataset=Which+pathways+include+repeated+movement+between+education+and+work%3F&question=Which+pathways+include+repeated+movement+between+education+and+work%3F&domains=Employment%2C+Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-02-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-02-q3","/assets/data/question-designs.v1.json#questions/research-02-q3","/assets/data/product-designs.v1.json#products/research-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-02-q4","sector":"employment","lens":"research","originalWording":"How do these patterns differ across comparable age groups and cities?","wording":"How do these patterns differ across comparable age groups and cities?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-02-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-02"],"proposedAssociations":[],"pricingBasis":{"productId":"research-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-02-q4"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do these patterns differ across comparable age groups and cities?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","State the youth age range. Formal unemployment needs job-search and availability measures; NEET additionally needs training participation, which is unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-02-q4&kind=question&dataset=How+do+these+patterns+differ+across+comparable+age+groups+and+cities%3F&question=How+do+these+patterns+differ+across+comparable+age+groups+and+cities%3F&domains=Employment%2C+Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-02-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","State the youth age range. Formal unemployment needs job-search and availability measures; NEET additionally needs training participation, which is unverified.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-02-q4&kind=question&dataset=How+do+these+patterns+differ+across+comparable+age+groups+and+cities%3F&question=How+do+these+patterns+differ+across+comparable+age+groups+and+cities%3F&domains=Employment%2C+Education%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-02-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-02-q4","/assets/data/question-designs.v1.json#questions/research-02-q4","/assets/data/product-designs.v1.json#products/research-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-07-q1","sector":"employment","lens":"research","originalWording":"How does women's employment participation vary with household composition?","wording":"How does women's employment participation vary with household composition?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-07-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-07"],"proposedAssociations":[],"pricingBasis":{"productId":"research-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-07-q1"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does women's employment participation vary with household composition?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm available sex or gender measures and participation denominators. Household composition does not establish care responsibility, unpaid hours or a causal barrier.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-07-q1&kind=question&dataset=How+does+women%27s+employment+participation+vary+with+household+composition%3F&question=How+does+women%27s+employment+participation+vary+with+household+composition%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fresearch-07-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm available sex or gender measures and participation denominators. Household composition does not establish care responsibility, unpaid hours or a causal barrier.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-07-q1&kind=question&dataset=How+does+women%27s+employment+participation+vary+with+household+composition%3F&question=How+does+women%27s+employment+participation+vary+with+household+composition%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fresearch-07-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-07-q1","/assets/data/question-designs.v1.json#questions/research-07-q1","/assets/data/product-designs.v1.json#products/research-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-07-q2","sector":"employment","lens":"research","originalWording":"What employment patterns accompany changes in the number or age of dependants?","wording":"What employment patterns accompany changes in the number or age of dependants?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-07-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-07"],"proposedAssociations":[],"pricingBasis":{"productId":"research-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-07-q2"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What employment patterns accompany changes in the number or age of dependants?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm available sex or gender measures and participation denominators. Household composition does not establish care responsibility, unpaid hours or a causal barrier.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-07-q2&kind=question&dataset=What+employment+patterns+accompany+changes+in+the+number+or+age+of+dependants%3F&question=What+employment+patterns+accompany+changes+in+the+number+or+age+of+dependants%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fresearch-07-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm available sex or gender measures and participation denominators. Household composition does not establish care responsibility, unpaid hours or a causal barrier.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-07-q2&kind=question&dataset=What+employment+patterns+accompany+changes+in+the+number+or+age+of+dependants%3F&question=What+employment+patterns+accompany+changes+in+the+number+or+age+of+dependants%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fresearch-07-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-07-q2","/assets/data/question-designs.v1.json#questions/research-07-q2","/assets/data/product-designs.v1.json#products/research-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-07-q3","sector":"employment","lens":"research","originalWording":"How do participation patterns differ across education levels and life stages?","wording":"How do participation patterns differ across education levels and life stages?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-07-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-07"],"proposedAssociations":[],"pricingBasis":{"productId":"research-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-07-q3"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do participation patterns differ across education levels and life stages?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm available sex or gender measures and participation denominators. Household composition does not establish care responsibility, unpaid hours or a causal barrier.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-07-q3&kind=question&dataset=How+do+participation+patterns+differ+across+education+levels+and+life+stages%3F&question=How+do+participation+patterns+differ+across+education+levels+and+life+stages%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fresearch-07-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm available sex or gender measures and participation denominators. Household composition does not establish care responsibility, unpaid hours or a causal barrier.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-07-q3&kind=question&dataset=How+do+participation+patterns+differ+across+education+levels+and+life+stages%3F&question=How+do+participation+patterns+differ+across+education+levels+and+life+stages%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fresearch-07-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-07-q3","/assets/data/question-designs.v1.json#questions/research-07-q3","/assets/data/product-designs.v1.json#products/research-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-07-q4","sector":"employment","lens":"research","originalWording":"Are similar household circumstances associated with different employment patterns across cities?","wording":"Are similar household circumstances associated with different employment patterns across cities?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-07-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-07"],"proposedAssociations":[],"pricingBasis":{"productId":"research-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-07-q4"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Are similar household circumstances associated with different employment patterns across cities?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Recorded employment start and end dates","status":"required_unverified_for_question"},{"concept":"Qualifying employment and overlap rules","status":"required_unverified_for_question"},{"concept":"Observation end and effective-dated household context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm available sex or gender measures and participation denominators. Household composition does not establish care responsibility, unpaid hours or a causal barrier.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-07-q4&kind=question&dataset=Are+similar+household+circumstances+associated+with+different+employment+patterns+across+cities%3F&question=Are+similar+household+circumstances+associated+with+different+employment+patterns+across+cities%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fresearch-07-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm available sex or gender measures and participation denominators. Household composition does not establish care responsibility, unpaid hours or a causal barrier.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-07-q4&kind=question&dataset=Are+similar+household+circumstances+associated+with+different+employment+patterns+across+cities%3F&question=Are+similar+household+circumstances+associated+with+different+employment+patterns+across+cities%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fresearch-07-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-07-q4","/assets/data/question-designs.v1.json#questions/research-07-q4","/assets/data/product-designs.v1.json#products/research-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-04-q1","sector":"business","lens":"ml","originalWording":"Which businesses remain active over an agreed prediction horizon?","wording":"Which businesses remain active over an agreed prediction horizon?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-04-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-04-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which businesses remain active over an agreed prediction horizon?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-04-q1&kind=question&dataset=Which+businesses+remain+active+over+an+agreed+prediction+horizon%3F&question=Which+businesses+remain+active+over+an+agreed+prediction+horizon%3F&domains=Business%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-04-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-04-q1&kind=question&dataset=Which+businesses+remain+active+over+an+agreed+prediction+horizon%3F&question=Which+businesses+remain+active+over+an+agreed+prediction+horizon%3F&domains=Business%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-04-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-04-q1","/assets/data/question-designs.v1.json#questions/ml-04-q1","/assets/data/product-designs.v1.json#products/ml-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-04-q2","sector":"business","lens":"ml","originalWording":"Which recorded changes precede a business exit?","wording":"Which recorded changes precede a business exit?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-04-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-04-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which recorded changes precede a business exit?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-04-q2&kind=question&dataset=Which+recorded+changes+precede+a+business+exit%3F&question=Which+recorded+changes+precede+a+business+exit%3F&domains=Business%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-04-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-04-q2&kind=question&dataset=Which+recorded+changes+precede+a+business+exit%3F&question=Which+recorded+changes+precede+a+business+exit%3F&domains=Business%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-04-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-04-q2","/assets/data/question-designs.v1.json#questions/ml-04-q2","/assets/data/product-designs.v1.json#products/ml-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-04-q3","sector":"business","lens":"ml","originalWording":"How does survival prediction differ by sector, firm age and size?","wording":"How does survival prediction differ by sector, firm age and size?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-04-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-04-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does survival prediction differ by sector, firm age and size?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-04-q3&kind=question&dataset=How+does+survival+prediction+differ+by+sector%2C+firm+age+and+size%3F&question=How+does+survival+prediction+differ+by+sector%2C+firm+age+and+size%3F&domains=Business%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-04-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-04-q3&kind=question&dataset=How+does+survival+prediction+differ+by+sector%2C+firm+age+and+size%3F&question=How+does+survival+prediction+differ+by+sector%2C+firm+age+and+size%3F&domains=Business%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-04-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-04-q3","/assets/data/question-designs.v1.json#questions/ml-04-q3","/assets/data/product-designs.v1.json#products/ml-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-04-q4","sector":"business","lens":"ml","originalWording":"Can the evaluation distinguish observed exits from businesses whose histories simply end?","wording":"Outcome ascertainment: distinguish a documented business exit from the end of observable history.","wordingChanged":true,"studyType":"methodology","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"This is a required survival-analysis labelling and censoring check rather than a distinct buyer-facing outcome study.","canonicalQuestionId":"ml-04-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-04"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-04-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Outcome ascertainment: distinguish a documented business exit from the end of observable history.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-04-q4&kind=question&dataset=Outcome+ascertainment%3A+distinguish+a+documented+business+exit+from+the+end+of+observable+history.&question=Outcome+ascertainment%3A+distinguish+a+documented+business+exit+from+the+end+of+observable+history.&domains=Business%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-04-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"This is a required survival-analysis labelling and censoring check rather than a distinct buyer-facing outcome study."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-04-q4&kind=question&dataset=Outcome+ascertainment%3A+distinguish+a+documented+business+exit+from+the+end+of+observable+history.&question=Outcome+ascertainment%3A+distinguish+a+documented+business+exit+from+the+end+of+observable+history.&domains=Business%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-04-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-04-q4","/assets/data/question-designs.v1.json#questions/ml-04-q4","/assets/data/product-designs.v1.json#products/ml-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-05-q1","sector":"business","lens":"ml","originalWording":"Which firms are likely to move into a larger size band?","wording":"Which firms are likely to move into a larger size band?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-05-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-05"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-05-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which firms are likely to move into a larger size band?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-05-q1&kind=question&dataset=Which+firms+are+likely+to+move+into+a+larger+size+band%3F&question=Which+firms+are+likely+to+move+into+a+larger+size+band%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fml-05-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-05-q1&kind=question&dataset=Which+firms+are+likely+to+move+into+a+larger+size+band%3F&question=Which+firms+are+likely+to+move+into+a+larger+size+band%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fml-05-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-05-q1","/assets/data/question-designs.v1.json#questions/ml-05-q1","/assets/data/product-designs.v1.json#products/ml-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-05-q2","sector":"business","lens":"ml","originalWording":"How do earlier financial and workforce changes relate to later growth?","wording":"How do earlier financial and workforce changes relate to later growth?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-05-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-05"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-05-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do earlier financial and workforce changes relate to later growth?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-05-q2&kind=question&dataset=How+do+earlier+financial+and+workforce+changes+relate+to+later+growth%3F&question=How+do+earlier+financial+and+workforce+changes+relate+to+later+growth%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fml-05-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-05-q2&kind=question&dataset=How+do+earlier+financial+and+workforce+changes+relate+to+later+growth%3F&question=How+do+earlier+financial+and+workforce+changes+relate+to+later+growth%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fml-05-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-05-q2","/assets/data/question-designs.v1.json#questions/ml-05-q2","/assets/data/product-designs.v1.json#products/ml-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-05-q3","sector":"business","lens":"ml","originalWording":"Does adding location context improve growth prediction?","wording":"Does adding location context improve growth prediction?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-05-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-05"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-05-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does adding location context improve growth prediction?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-05-q3&kind=question&dataset=Does+adding+location+context+improve+growth+prediction%3F&question=Does+adding+location+context+improve+growth+prediction%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fml-05-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-05-q3&kind=question&dataset=Does+adding+location+context+improve+growth+prediction%3F&question=Does+adding+location+context+improve+growth+prediction%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fml-05-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-05-q3","/assets/data/question-designs.v1.json#questions/ml-05-q3","/assets/data/product-designs.v1.json#products/ml-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-05-q4","sector":"business","lens":"ml","originalWording":"How stable are forecasts across sectors and later observation periods?","wording":"How stable are forecasts across sectors and later observation periods?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-05-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-05"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-05-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How stable are forecasts across sectors and later observation periods?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-05-q4&kind=question&dataset=How+stable+are+forecasts+across+sectors+and+later+observation+periods%3F&question=How+stable+are+forecasts+across+sectors+and+later+observation+periods%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fml-05-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-05-q4&kind=question&dataset=How+stable+are+forecasts+across+sectors+and+later+observation+periods%3F&question=How+stable+are+forecasts+across+sectors+and+later+observation+periods%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fml-05-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-05-q4","/assets/data/question-designs.v1.json#questions/ml-05-q4","/assets/data/product-designs.v1.json#products/ml-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-14-q1","sector":"business","lens":"ml","originalWording":"Who enters recorded business ownership within an agreed future window?","wording":"Who enters recorded business ownership within an agreed future window?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-14-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-14-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Who enters recorded business ownership within an agreed future window?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-14-q1&kind=question&dataset=Who+enters+recorded+business+ownership+within+an+agreed+future+window%3F&question=Who+enters+recorded+business+ownership+within+an+agreed+future+window%3F&domains=Employment%2C+Education%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fml-14-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-14-q1&kind=question&dataset=Who+enters+recorded+business+ownership+within+an+agreed+future+window%3F&question=Who+enters+recorded+business+ownership+within+an+agreed+future+window%3F&domains=Employment%2C+Education%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fml-14-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-14-q1","/assets/data/question-designs.v1.json#questions/ml-14-q1","/assets/data/product-designs.v1.json#products/ml-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-14-q2","sector":"business","lens":"ml","originalWording":"Which education and employment histories precede entrepreneurship?","wording":"Which education and employment histories precede entrepreneurship?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-14-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-14-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which education and employment histories precede entrepreneurship?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-14-q2&kind=question&dataset=Which+education+and+employment+histories+precede+entrepreneurship%3F&question=Which+education+and+employment+histories+precede+entrepreneurship%3F&domains=Employment%2C+Education%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fml-14-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-14-q2&kind=question&dataset=Which+education+and+employment+histories+precede+entrepreneurship%3F&question=Which+education+and+employment+histories+precede+entrepreneurship%3F&domains=Employment%2C+Education%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fml-14-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-14-q2","/assets/data/question-designs.v1.json#questions/ml-14-q2","/assets/data/product-designs.v1.json#products/ml-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-14-q3","sector":"business","lens":"ml","originalWording":"How do entry patterns differ by age, gender and household context?","wording":"How do entry patterns differ by age, gender and household context?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-14-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-14-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do entry patterns differ by age, gender and household context?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-14-q3&kind=question&dataset=How+do+entry+patterns+differ+by+age%2C+gender+and+household+context%3F&question=How+do+entry+patterns+differ+by+age%2C+gender+and+household+context%3F&domains=Employment%2C+Education%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fml-14-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-14-q3&kind=question&dataset=How+do+entry+patterns+differ+by+age%2C+gender+and+household+context%3F&question=How+do+entry+patterns+differ+by+age%2C+gender+and+household+context%3F&domains=Employment%2C+Education%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fml-14-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-14-q3","/assets/data/question-designs.v1.json#questions/ml-14-q3","/assets/data/product-designs.v1.json#products/ml-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-14-q4","sector":"business","lens":"ml","originalWording":"Can a model use only information available before the business is formed?","wording":"Prediction-time information check for business-formation models.","wordingChanged":true,"studyType":"methodology","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"Preventing future information leakage is a protocol requirement, not a separate entrepreneurship research opportunity.","canonicalQuestionId":"ml-14-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-14-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Prediction-time information check for business-formation models.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-14-q4&kind=question&dataset=Prediction-time+information+check+for+business-formation+models.&question=Prediction-time+information+check+for+business-formation+models.&domains=Employment%2C+Education%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fml-14-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"Preventing future information leakage is a protocol requirement, not a separate entrepreneurship research opportunity."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-14-q4&kind=question&dataset=Prediction-time+information+check+for+business-formation+models.&question=Prediction-time+information+check+for+business-formation+models.&domains=Employment%2C+Education%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fml-14-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-14-q4","/assets/data/question-designs.v1.json#questions/ml-14-q4","/assets/data/product-designs.v1.json#products/ml-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-08-q1","sector":"business","lens":"research","originalWording":"Which employment pathways commonly precede entrepreneurship?","wording":"Which employment pathways commonly precede entrepreneurship?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-08-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-08"],"proposedAssociations":[],"pricingBasis":{"productId":"research-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-08-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which employment pathways commonly precede entrepreneurship?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-08-q1&kind=question&dataset=Which+employment+pathways+commonly+precede+entrepreneurship%3F&question=Which+employment+pathways+commonly+precede+entrepreneurship%3F&domains=Education%2C+Employment%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fresearch-08-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-08-q1&kind=question&dataset=Which+employment+pathways+commonly+precede+entrepreneurship%3F&question=Which+employment+pathways+commonly+precede+entrepreneurship%3F&domains=Education%2C+Employment%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fresearch-08-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-08-q1","/assets/data/question-designs.v1.json#questions/research-08-q1","/assets/data/product-designs.v1.json#products/research-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-08-q2","sector":"business","lens":"research","originalWording":"How does entry differ by qualification, age and household context?","wording":"How does entry differ by qualification, age and household context?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-08-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-08"],"proposedAssociations":[],"pricingBasis":{"productId":"research-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-08-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does entry differ by qualification, age and household context?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-08-q2&kind=question&dataset=How+does+entry+differ+by+qualification%2C+age+and+household+context%3F&question=How+does+entry+differ+by+qualification%2C+age+and+household+context%3F&domains=Education%2C+Employment%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fresearch-08-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-08-q2&kind=question&dataset=How+does+entry+differ+by+qualification%2C+age+and+household+context%3F&question=How+does+entry+differ+by+qualification%2C+age+and+household+context%3F&domains=Education%2C+Employment%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fresearch-08-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-08-q2","/assets/data/question-designs.v1.json#questions/research-08-q2","/assets/data/product-designs.v1.json#products/research-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-08-q3","sector":"business","lens":"research","originalWording":"How often does business formation coincide with a job transition?","wording":"How often does business formation coincide with a job transition?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-08-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-08"],"proposedAssociations":[],"pricingBasis":{"productId":"research-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-08-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How often does business formation coincide with a job transition?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-08-q3&kind=question&dataset=How+often+does+business+formation+coincide+with+a+job+transition%3F&question=How+often+does+business+formation+coincide+with+a+job+transition%3F&domains=Education%2C+Employment%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fresearch-08-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-08-q3&kind=question&dataset=How+often+does+business+formation+coincide+with+a+job+transition%3F&question=How+often+does+business+formation+coincide+with+a+job+transition%3F&domains=Education%2C+Employment%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fresearch-08-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-08-q3","/assets/data/question-designs.v1.json#questions/research-08-q3","/assets/data/product-designs.v1.json#products/research-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-08-q4","sector":"business","lens":"research","originalWording":"How do entry patterns vary across cohorts and observation periods?","wording":"How do entry patterns vary across cohorts and observation periods?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-08-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-08"],"proposedAssociations":[],"pricingBasis":{"productId":"research-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-08-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do entry patterns vary across cohorts and observation periods?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-08-q4&kind=question&dataset=How+do+entry+patterns+vary+across+cohorts+and+observation+periods%3F&question=How+do+entry+patterns+vary+across+cohorts+and+observation+periods%3F&domains=Education%2C+Employment%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fresearch-08-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-08-q4&kind=question&dataset=How+do+entry+patterns+vary+across+cohorts+and+observation+periods%3F&question=How+do+entry+patterns+vary+across+cohorts+and+observation+periods%3F&domains=Education%2C+Employment%2C+Business%2C+Households&source=%2Fresearch-datasets%2Fresearch-08-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-08-q4","/assets/data/question-designs.v1.json#questions/research-08-q4","/assets/data/product-designs.v1.json#products/research-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-09-q1","sector":"business","lens":"research","originalWording":"How does observed business survival vary by sector and firm age?","wording":"How does observed business survival vary by sector and firm age?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-09-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-09"],"proposedAssociations":[],"pricingBasis":{"productId":"research-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-09-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does observed business survival vary by sector and firm age?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-09-q1&kind=question&dataset=How+does+observed+business+survival+vary+by+sector+and+firm+age%3F&question=How+does+observed+business+survival+vary+by+sector+and+firm+age%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fresearch-09-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-09-q1&kind=question&dataset=How+does+observed+business+survival+vary+by+sector+and+firm+age%3F&question=How+does+observed+business+survival+vary+by+sector+and+firm+age%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fresearch-09-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-09-q1","/assets/data/question-designs.v1.json#questions/research-09-q1","/assets/data/product-designs.v1.json#products/research-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-09-q2","sector":"business","lens":"research","originalWording":"Which workforce and financial changes precede closure?","wording":"Which workforce and financial changes precede closure?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-09-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-09"],"proposedAssociations":[],"pricingBasis":{"productId":"research-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-09-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which workforce and financial changes precede closure?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-09-q2&kind=question&dataset=Which+workforce+and+financial+changes+precede+closure%3F&question=Which+workforce+and+financial+changes+precede+closure%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fresearch-09-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-09-q2&kind=question&dataset=Which+workforce+and+financial+changes+precede+closure%3F&question=Which+workforce+and+financial+changes+precede+closure%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fresearch-09-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-09-q2","/assets/data/question-designs.v1.json#questions/research-09-q2","/assets/data/product-designs.v1.json#products/research-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-09-q3","sector":"business","lens":"research","originalWording":"How do growth trajectories differ across locations?","wording":"How do growth trajectories differ across locations?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-09-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-09"],"proposedAssociations":[],"pricingBasis":{"productId":"research-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-09-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do growth trajectories differ across locations?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-09-q3&kind=question&dataset=How+do+growth+trajectories+differ+across+locations%3F&question=How+do+growth+trajectories+differ+across+locations%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fresearch-09-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-09-q3&kind=question&dataset=How+do+growth+trajectories+differ+across+locations%3F&question=How+do+growth+trajectories+differ+across+locations%3F&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fresearch-09-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-09-q3","/assets/data/question-designs.v1.json#questions/research-09-q3","/assets/data/product-designs.v1.json#products/research-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-09-q4","sector":"business","lens":"research","originalWording":"How should still-active firms be handled when the observation period ends?","wording":"Handling still-active firms at the observation cutoff.","wordingChanged":true,"studyType":"methodology","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Treatment of unresolved survival outcomes and censoring belongs in the study protocol.","canonicalQuestionId":"research-09-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-09"],"proposedAssociations":[],"pricingBasis":{"productId":"research-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-09-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Handling still-active firms at the observation cutoff.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-09-q4&kind=question&dataset=Handling+still-active+firms+at+the+observation+cutoff.&question=Handling+still-active+firms+at+the+observation+cutoff.&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fresearch-09-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"Treatment of unresolved survival outcomes and censoring belongs in the study protocol."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-09-q4&kind=question&dataset=Handling+still-active+firms+at+the+observation+cutoff.&question=Handling+still-active+firms+at+the+observation+cutoff.&domains=Business%2C+Finance%2C+Employment%2C+Land&source=%2Fresearch-datasets%2Fresearch-09-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-09-q4","/assets/data/question-designs.v1.json#questions/research-09-q4","/assets/data/product-designs.v1.json#products/research-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-17-q1","sector":"business","lens":"research","originalWording":"Where do business entry and workforce expansion occur together?","wording":"Where do business entry and workforce expansion occur together?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-17-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-17"],"proposedAssociations":[],"pricingBasis":{"productId":"research-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-17-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where do business entry and workforce expansion occur together?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-17-q1&kind=question&dataset=Where+do+business+entry+and+workforce+expansion+occur+together%3F&question=Where+do+business+entry+and+workforce+expansion+occur+together%3F&domains=Business%2C+Employment%2C+Demographics%2C+Geography&source=%2Fresearch-datasets%2Fresearch-17-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-17-q1&kind=question&dataset=Where+do+business+entry+and+workforce+expansion+occur+together%3F&question=Where+do+business+entry+and+workforce+expansion+occur+together%3F&domains=Business%2C+Employment%2C+Demographics%2C+Geography&source=%2Fresearch-datasets%2Fresearch-17-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-17-q1","/assets/data/question-designs.v1.json#questions/research-17-q1","/assets/data/product-designs.v1.json#products/research-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-17-q2","sector":"business","lens":"research","originalWording":"How does employment composition differ by local business mix?","wording":"How does employment composition differ by local business mix?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-17-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-17"],"proposedAssociations":[],"pricingBasis":{"productId":"research-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-17-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does employment composition differ by local business mix?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-17-q2&kind=question&dataset=How+does+employment+composition+differ+by+local+business+mix%3F&question=How+does+employment+composition+differ+by+local+business+mix%3F&domains=Business%2C+Employment%2C+Demographics%2C+Geography&source=%2Fresearch-datasets%2Fresearch-17-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-17-q2&kind=question&dataset=How+does+employment+composition+differ+by+local+business+mix%3F&question=How+does+employment+composition+differ+by+local+business+mix%3F&domains=Business%2C+Employment%2C+Demographics%2C+Geography&source=%2Fresearch-datasets%2Fresearch-17-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-17-q2","/assets/data/question-designs.v1.json#questions/research-17-q2","/assets/data/product-designs.v1.json#products/research-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-17-q3","sector":"business","lens":"research","originalWording":"How do firm closures coincide with changes in local jobs?","wording":"How do firm closures coincide with changes in local jobs?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-17-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-17"],"proposedAssociations":[],"pricingBasis":{"productId":"research-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-17-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do firm closures coincide with changes in local jobs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-17-q3&kind=question&dataset=How+do+firm+closures+coincide+with+changes+in+local+jobs%3F&question=How+do+firm+closures+coincide+with+changes+in+local+jobs%3F&domains=Business%2C+Employment%2C+Demographics%2C+Geography&source=%2Fresearch-datasets%2Fresearch-17-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-17-q3&kind=question&dataset=How+do+firm+closures+coincide+with+changes+in+local+jobs%3F&question=How+do+firm+closures+coincide+with+changes+in+local+jobs%3F&domains=Business%2C+Employment%2C+Demographics%2C+Geography&source=%2Fresearch-datasets%2Fresearch-17-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-17-q3","/assets/data/question-designs.v1.json#questions/research-17-q3","/assets/data/product-designs.v1.json#products/research-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-17-q4","sector":"business","lens":"research","originalWording":"Which geographic boundaries and time periods make comparisons meaningful?","wording":"Comparable geographic boundaries and observation periods.","wordingChanged":true,"studyType":"methodology","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Boundary and period alignment are study-design requirements rather than a separate measured business outcome.","canonicalQuestionId":"research-17-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-17"],"proposedAssociations":[],"pricingBasis":{"productId":"research-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-17-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Comparable geographic boundaries and observation periods.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-17-q4&kind=question&dataset=Comparable+geographic+boundaries+and+observation+periods.&question=Comparable+geographic+boundaries+and+observation+periods.&domains=Business%2C+Employment%2C+Demographics%2C+Geography&source=%2Fresearch-datasets%2Fresearch-17-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"Boundary and period alignment are study-design requirements rather than a separate measured business outcome."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-17-q4&kind=question&dataset=Comparable+geographic+boundaries+and+observation+periods.&question=Comparable+geographic+boundaries+and+observation+periods.&domains=Business%2C+Employment%2C+Demographics%2C+Geography&source=%2Fresearch-datasets%2Fresearch-17-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-17-q4","/assets/data/question-designs.v1.json#questions/research-17-q4","/assets/data/product-designs.v1.json#products/research-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-06-q1","sector":"business","lens":"research","originalWording":"What were founders doing before a recorded business formation?","wording":"What were founders doing before a recorded business formation?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-06-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-06"],"proposedAssociations":[],"pricingBasis":{"productId":"general-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-06-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What were founders doing before a recorded business formation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-06-q1&kind=question&dataset=What+were+founders+doing+before+a+recorded+business+formation%3F&question=What+were+founders+doing+before+a+recorded+business+formation%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fgeneral-06-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-06-q1&kind=question&dataset=What+were+founders+doing+before+a+recorded+business+formation%3F&question=What+were+founders+doing+before+a+recorded+business+formation%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fgeneral-06-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-06-q1","/assets/data/question-designs.v1.json#questions/general-06-q1","/assets/data/product-designs.v1.json#products/general-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-06-q2","sector":"business","lens":"research","originalWording":"How often does entrepreneurship follow employment or education?","wording":"How often does entrepreneurship follow employment or education?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-06-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-06"],"proposedAssociations":[],"pricingBasis":{"productId":"general-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-06-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How often does entrepreneurship follow employment or education?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-06-q2&kind=question&dataset=How+often+does+entrepreneurship+follow+employment+or+education%3F&question=How+often+does+entrepreneurship+follow+employment+or+education%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fgeneral-06-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-06-q2&kind=question&dataset=How+often+does+entrepreneurship+follow+employment+or+education%3F&question=How+often+does+entrepreneurship+follow+employment+or+education%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fgeneral-06-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-06-q2","/assets/data/question-designs.v1.json#questions/general-06-q2","/assets/data/product-designs.v1.json#products/general-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-06-q3","sector":"business","lens":"research","originalWording":"Which sectors attract different founder profiles?","wording":"Which sectors attract different founder profiles?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-06-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-06"],"proposedAssociations":[],"pricingBasis":{"productId":"general-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-06-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which sectors attract different founder profiles?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-06-q3&kind=question&dataset=Which+sectors+attract+different+founder+profiles%3F&question=Which+sectors+attract+different+founder+profiles%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fgeneral-06-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-06-q3&kind=question&dataset=Which+sectors+attract+different+founder+profiles%3F&question=Which+sectors+attract+different+founder+profiles%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fgeneral-06-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-06-q3","/assets/data/question-designs.v1.json#questions/general-06-q3","/assets/data/product-designs.v1.json#products/general-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-06-q4","sector":"business","lens":"research","originalWording":"Which recorded associations can be described without claiming to know a founder's motivation?","wording":"Recorded founder histories and unsupported motivation claims.","wordingChanged":true,"studyType":"methodology","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Distinguishing observable histories from inferred motives is a limitations and analysis-protocol rule.","canonicalQuestionId":"general-06-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-06"],"proposedAssociations":[],"pricingBasis":{"productId":"general-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-06-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Recorded founder histories and unsupported motivation claims.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-06-q4&kind=question&dataset=Recorded+founder+histories+and+unsupported+motivation+claims.&question=Recorded+founder+histories+and+unsupported+motivation+claims.&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fgeneral-06-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"Distinguishing observable histories from inferred motives is a limitations and analysis-protocol rule."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-06-q4&kind=question&dataset=Recorded+founder+histories+and+unsupported+motivation+claims.&question=Recorded+founder+histories+and+unsupported+motivation+claims.&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fgeneral-06-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-06-q4","/assets/data/question-designs.v1.json#questions/general-06-q4","/assets/data/product-designs.v1.json#products/general-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-07-q1","sector":"business","lens":"research","originalWording":"Which small businesses move into larger size bands?","wording":"Which small businesses move into larger size bands?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-07-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-07"],"proposedAssociations":[],"pricingBasis":{"productId":"general-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-07-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which small businesses move into larger size bands?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-07-q1&kind=question&dataset=Which+small+businesses+move+into+larger+size+bands%3F&question=Which+small+businesses+move+into+larger+size+bands%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-07-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-07-q1&kind=question&dataset=Which+small+businesses+move+into+larger+size+bands%3F&question=Which+small+businesses+move+into+larger+size+bands%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-07-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-07-q1","/assets/data/question-designs.v1.json#questions/general-07-q1","/assets/data/product-designs.v1.json#products/general-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-07-q2","sector":"business","lens":"research","originalWording":"How does hiring change as recorded business activity grows?","wording":"How does hiring change as recorded business activity grows?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-07-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-07"],"proposedAssociations":[],"pricingBasis":{"productId":"general-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-07-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does hiring change as recorded business activity grows?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-07-q2&kind=question&dataset=How+does+hiring+change+as+recorded+business+activity+grows%3F&question=How+does+hiring+change+as+recorded+business+activity+grows%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-07-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-07-q2&kind=question&dataset=How+does+hiring+change+as+recorded+business+activity+grows%3F&question=How+does+hiring+change+as+recorded+business+activity+grows%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-07-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-07-q2","/assets/data/question-designs.v1.json#questions/general-07-q2","/assets/data/product-designs.v1.json#products/general-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-07-q3","sector":"business","lens":"research","originalWording":"How do growth patterns vary across sectors and locations?","wording":"How do growth patterns vary across sectors and locations?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-07-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-07"],"proposedAssociations":[],"pricingBasis":{"productId":"general-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-07-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do growth patterns vary across sectors and locations?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-07-q3&kind=question&dataset=How+do+growth+patterns+vary+across+sectors+and+locations%3F&question=How+do+growth+patterns+vary+across+sectors+and+locations%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-07-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-07-q3&kind=question&dataset=How+do+growth+patterns+vary+across+sectors+and+locations%3F&question=How+do+growth+patterns+vary+across+sectors+and+locations%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-07-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-07-q3","/assets/data/question-designs.v1.json#questions/general-07-q3","/assets/data/product-designs.v1.json#products/general-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-07-q4","sector":"business","lens":"research","originalWording":"Which firms remain small, grow or exit during the observation period?","wording":"Which firms remain small, grow or exit during the observation period?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-07-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-07"],"proposedAssociations":[],"pricingBasis":{"productId":"general-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-07-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which firms remain small, grow or exit during the observation period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-07-q4&kind=question&dataset=Which+firms+remain+small%2C+grow+or+exit+during+the+observation+period%3F&question=Which+firms+remain+small%2C+grow+or+exit+during+the+observation+period%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-07-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-07-q4&kind=question&dataset=Which+firms+remain+small%2C+grow+or+exit+during+the+observation+period%3F&question=Which+firms+remain+small%2C+grow+or+exit+during+the+observation+period%3F&domains=Business%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-07-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-07-q4","/assets/data/question-designs.v1.json#questions/general-07-q4","/assets/data/product-designs.v1.json#products/general-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-15-q1","sector":"business","lens":"research","originalWording":"Where are businesses and jobs concentrated by sector?","wording":"Where are businesses and jobs concentrated by sector?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-15-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-15"],"proposedAssociations":[],"pricingBasis":{"productId":"general-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-15-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where are businesses and jobs concentrated by sector?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-15-q1&kind=question&dataset=Where+are+businesses+and+jobs+concentrated+by+sector%3F&question=Where+are+businesses+and+jobs+concentrated+by+sector%3F&domains=Business%2C+Employment%2C+Housing%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-15-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-15-q1&kind=question&dataset=Where+are+businesses+and+jobs+concentrated+by+sector%3F&question=Where+are+businesses+and+jobs+concentrated+by+sector%3F&domains=Business%2C+Employment%2C+Housing%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-15-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-15-q1","/assets/data/question-designs.v1.json#questions/general-15-q1","/assets/data/product-designs.v1.json#products/general-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-15-q2","sector":"business","lens":"research","originalWording":"How does the local business mix compare with the resident population?","wording":"How does the local business mix compare with the resident population?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-15-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-15"],"proposedAssociations":[],"pricingBasis":{"productId":"general-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-15-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does the local business mix compare with the resident population?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-15-q2&kind=question&dataset=How+does+the+local+business+mix+compare+with+the+resident+population%3F&question=How+does+the+local+business+mix+compare+with+the+resident+population%3F&domains=Business%2C+Employment%2C+Housing%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-15-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-15-q2&kind=question&dataset=How+does+the+local+business+mix+compare+with+the+resident+population%3F&question=How+does+the+local+business+mix+compare+with+the+resident+population%3F&domains=Business%2C+Employment%2C+Housing%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-15-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-15-q2","/assets/data/question-designs.v1.json#questions/general-15-q2","/assets/data/product-designs.v1.json#products/general-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-15-q3","sector":"business","lens":"research","originalWording":"Which areas show changing enterprise and employment activity?","wording":"Which areas show changing enterprise and employment activity?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-15-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-15"],"proposedAssociations":[],"pricingBasis":{"productId":"general-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-15-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which areas show changing enterprise and employment activity?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-15-q3&kind=question&dataset=Which+areas+show+changing+enterprise+and+employment+activity%3F&question=Which+areas+show+changing+enterprise+and+employment+activity%3F&domains=Business%2C+Employment%2C+Housing%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-15-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-15-q3&kind=question&dataset=Which+areas+show+changing+enterprise+and+employment+activity%3F&question=Which+areas+show+changing+enterprise+and+employment+activity%3F&domains=Business%2C+Employment%2C+Housing%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-15-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-15-q3","/assets/data/question-designs.v1.json#questions/general-15-q3","/assets/data/product-designs.v1.json#products/general-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-15-q4","sector":"business","lens":"research","originalWording":"What additional demand or footfall data would a retail catchment study require?","wording":"Demand and footfall evidence required for a retail-catchment study.","wordingChanged":true,"studyType":"scope_requirement","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Retail demand or footfall must not be inferred from business location alone.","canonicalQuestionId":"general-15-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-15"],"proposedAssociations":[],"pricingBasis":{"productId":"general-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-15-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Demand and footfall evidence required for a retail-catchment study.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-15-q4&kind=question&dataset=Demand+and+footfall+evidence+required+for+a+retail-catchment+study.&question=Demand+and+footfall+evidence+required+for+a+retail-catchment+study.&domains=Business%2C+Employment%2C+Housing%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-15-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"Retail demand or footfall must not be inferred from business location alone."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-15-q4&kind=question&dataset=Demand+and+footfall+evidence+required+for+a+retail-catchment+study.&question=Demand+and+footfall+evidence+required+for+a+retail-catchment+study.&domains=Business%2C+Employment%2C+Housing%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-15-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-15-q4","/assets/data/question-designs.v1.json#questions/general-15-q4","/assets/data/product-designs.v1.json#products/general-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-17-q1","sector":"business","lens":"research","originalWording":"Which business sectors cluster in particular areas?","wording":"Which business sectors cluster in particular areas?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-17-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-17"],"proposedAssociations":[],"pricingBasis":{"productId":"general-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-17-q1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which business sectors cluster in particular areas?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-17-q1&kind=question&dataset=Which+business+sectors+cluster+in+particular+areas%3F&question=Which+business+sectors+cluster+in+particular+areas%3F&domains=Business%2C+Land%2C+Employment%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-17-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-17-q1&kind=question&dataset=Which+business+sectors+cluster+in+particular+areas%3F&question=Which+business+sectors+cluster+in+particular+areas%3F&domains=Business%2C+Land%2C+Employment%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-17-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-17-q1","/assets/data/question-designs.v1.json#questions/general-17-q1","/assets/data/product-designs.v1.json#products/general-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-17-q2","sector":"business","lens":"research","originalWording":"How do business locations relate to land and employment patterns?","wording":"How do business locations relate to land and employment patterns?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-17-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-17"],"proposedAssociations":[],"pricingBasis":{"productId":"general-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-17-q2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do business locations relate to land and employment patterns?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-17-q2&kind=question&dataset=How+do+business+locations+relate+to+land+and+employment+patterns%3F&question=How+do+business+locations+relate+to+land+and+employment+patterns%3F&domains=Business%2C+Land%2C+Employment%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-17-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-17-q2&kind=question&dataset=How+do+business+locations+relate+to+land+and+employment+patterns%3F&question=How+do+business+locations+relate+to+land+and+employment+patterns%3F&domains=Business%2C+Land%2C+Employment%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-17-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-17-q2","/assets/data/question-designs.v1.json#questions/general-17-q2","/assets/data/product-designs.v1.json#products/general-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-17-q3","sector":"business","lens":"research","originalWording":"Do newly formed and established firms have different location profiles?","wording":"Do newly formed and established firms have different location profiles?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-17-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-17"],"proposedAssociations":[],"pricingBasis":{"productId":"general-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-17-q3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do newly formed and established firms have different location profiles?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-17-q3&kind=question&dataset=Do+newly+formed+and+established+firms+have+different+location+profiles%3F&question=Do+newly+formed+and+established+firms+have+different+location+profiles%3F&domains=Business%2C+Land%2C+Employment%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-17-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-17-q3&kind=question&dataset=Do+newly+formed+and+established+firms+have+different+location+profiles%3F&question=Do+newly+formed+and+established+firms+have+different+location+profiles%3F&domains=Business%2C+Land%2C+Employment%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-17-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-17-q3","/assets/data/question-designs.v1.json#questions/general-17-q3","/assets/data/product-designs.v1.json#products/general-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-17-q4","sector":"business","lens":"research","originalWording":"Which location associations are observable without assuming why a firm chose a site?","wording":"Recorded business location associations and unsupported site-choice claims.","wordingChanged":true,"studyType":"methodology","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Avoiding an inferred site-choice motive is an analysis-protocol rule, not a separate measured location question.","canonicalQuestionId":"general-17-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-17"],"proposedAssociations":[],"pricingBasis":{"productId":"general-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-17-q4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Recorded business location associations and unsupported site-choice claims.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable business identity and dated lifecycle status","status":"required_unverified_for_question"},{"concept":"Explicit growth/survival/closure outcome definitions","status":"required_unverified_for_question"},{"concept":"Measured revenue/workforce and dated owner/location links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-17-q4&kind=question&dataset=Recorded+business+location+associations+and+unsupported+site-choice+claims.&question=Recorded+business+location+associations+and+unsupported+site-choice+claims.&domains=Business%2C+Land%2C+Employment%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-17-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"Avoiding an inferred site-choice motive is an analysis-protocol rule, not a separate measured location question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-17-q4&kind=question&dataset=Recorded+business+location+associations+and+unsupported+site-choice+claims.&question=Recorded+business+location+associations+and+unsupported+site-choice+claims.&domains=Business%2C+Land%2C+Employment%2C+Geography&source=%2Fresearch-datasets%2Fgeneral-17-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-17-q4","/assets/data/question-designs.v1.json#questions/general-17-q4","/assets/data/product-designs.v1.json#products/general-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-03-q1","sector":"finance","lens":"ml","originalWording":"Which households move into a higher or lower income band in the next observation period?","wording":"Which households move into a higher or lower income band in the next observation period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-03-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-03"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-03-q1"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households move into a higher or lower income band in the next observation period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-03-q1&kind=question&dataset=Which+households+move+into+a+higher+or+lower+income+band+in+the+next+observation+period%3F&question=Which+households+move+into+a+higher+or+lower+income+band+in+the+next+observation+period%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-03-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-03-q1&kind=question&dataset=Which+households+move+into+a+higher+or+lower+income+band+in+the+next+observation+period%3F&question=Which+households+move+into+a+higher+or+lower+income+band+in+the+next+observation+period%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-03-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-03-q1","/assets/data/question-designs.v1.json#questions/ml-03-q1","/assets/data/product-designs.v1.json#products/ml-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-03-q2","sector":"finance","lens":"ml","originalWording":"Does a change in employment precede a change in household income?","wording":"Does a change in employment precede a change in household income?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-03-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-03"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-03-q2"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does a change in employment precede a change in household income?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-03-q2&kind=question&dataset=Does+a+change+in+employment+precede+a+change+in+household+income%3F&question=Does+a+change+in+employment+precede+a+change+in+household+income%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-03-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-03-q2&kind=question&dataset=Does+a+change+in+employment+precede+a+change+in+household+income%3F&question=Does+a+change+in+employment+precede+a+change+in+household+income%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-03-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-03-q2","/assets/data/question-designs.v1.json#questions/ml-03-q2","/assets/data/product-designs.v1.json#products/ml-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-03-q3","sector":"finance","lens":"ml","originalWording":"How does prediction performance vary by household size and life stage?","wording":"How does prediction performance vary by household size and life stage?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-03-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-03"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-03-q3"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does prediction performance vary by household size and life stage?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-03-q3&kind=question&dataset=How+does+prediction+performance+vary+by+household+size+and+life+stage%3F&question=How+does+prediction+performance+vary+by+household+size+and+life+stage%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-03-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-03-q3&kind=question&dataset=How+does+prediction+performance+vary+by+household+size+and+life+stage%3F&question=How+does+prediction+performance+vary+by+household+size+and+life+stage%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-03-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-03-q3","/assets/data/question-designs.v1.json#questions/ml-03-q3","/assets/data/product-designs.v1.json#products/ml-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-03-q4","sector":"finance","lens":"ml","originalWording":"Do models trained on earlier periods generalize to later cohorts without using future information?","wording":"Do models trained on earlier periods generalize to later cohorts without using future information?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-03-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-03"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-03-q4"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do models trained on earlier periods generalize to later cohorts without using future information?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-03-q4&kind=question&dataset=Do+models+trained+on+earlier+periods+generalize+to+later+cohorts+without+using+future+information%3F&question=Do+models+trained+on+earlier+periods+generalize+to+later+cohorts+without+using+future+information%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-03-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-03-q4&kind=question&dataset=Do+models+trained+on+earlier+periods+generalize+to+later+cohorts+without+using+future+information%3F&question=Do+models+trained+on+earlier+periods+generalize+to+later+cohorts+without+using+future+information%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fml-03-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-03-q4","/assets/data/question-designs.v1.json#questions/ml-03-q4","/assets/data/product-designs.v1.json#products/ml-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-15-q1","sector":"finance","lens":"ml","originalWording":"Which households meet an agreed financial-stress definition in a later period?","wording":"Which households meet an agreed financial-stress definition in a later period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-15-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-15"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-15-q1"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households meet an agreed financial-stress definition in a later period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-15-q1&kind=question&dataset=Which+households+meet+an+agreed+financial-stress+definition+in+a+later+period%3F&question=Which+households+meet+an+agreed+financial-stress+definition+in+a+later+period%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fml-15-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-15-q1&kind=question&dataset=Which+households+meet+an+agreed+financial-stress+definition+in+a+later+period%3F&question=Which+households+meet+an+agreed+financial-stress+definition+in+a+later+period%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fml-15-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-15-q1","/assets/data/question-designs.v1.json#questions/ml-15-q1","/assets/data/product-designs.v1.json#products/ml-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-15-q2","sector":"finance","lens":"ml","originalWording":"How do employment interruptions relate to housing and financial pressure?","wording":"How do employment interruptions relate to housing and financial pressure?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-15-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-15"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-15-q2"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do employment interruptions relate to housing and financial pressure?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-15-q2&kind=question&dataset=How+do+employment+interruptions+relate+to+housing+and+financial+pressure%3F&question=How+do+employment+interruptions+relate+to+housing+and+financial+pressure%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fml-15-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-15-q2&kind=question&dataset=How+do+employment+interruptions+relate+to+housing+and+financial+pressure%3F&question=How+do+employment+interruptions+relate+to+housing+and+financial+pressure%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fml-15-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-15-q2","/assets/data/question-designs.v1.json#questions/ml-15-q2","/assets/data/product-designs.v1.json#products/ml-15"],"keywords":["reliability","continuity"],"removedKeywords":["outages"],"stableIdPreserved":true},{"questionId":"ml-15-q3","sector":"finance","lens":"ml","originalWording":"Does household context improve performance beyond income alone?","wording":"Does household context improve performance beyond income alone?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-15-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-15"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-15-q3"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does household context improve performance beyond income alone?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-15-q3&kind=question&dataset=Does+household+context+improve+performance+beyond+income+alone%3F&question=Does+household+context+improve+performance+beyond+income+alone%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fml-15-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-15-q3&kind=question&dataset=Does+household+context+improve+performance+beyond+income+alone%3F&question=Does+household+context+improve+performance+beyond+income+alone%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fml-15-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-15-q3","/assets/data/question-designs.v1.json#questions/ml-15-q3","/assets/data/product-designs.v1.json#products/ml-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-15-q4","sector":"finance","lens":"ml","originalWording":"How sensitive are results to the stress threshold and observation window?","wording":"How sensitive are results to the stress threshold and observation window?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-15-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-15"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-15-q4"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How sensitive are results to the stress threshold and observation window?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-15-q4&kind=question&dataset=How+sensitive+are+results+to+the+stress+threshold+and+observation+window%3F&question=How+sensitive+are+results+to+the+stress+threshold+and+observation+window%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fml-15-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-15-q4&kind=question&dataset=How+sensitive+are+results+to+the+stress+threshold+and+observation+window%3F&question=How+sensitive+are+results+to+the+stress+threshold+and+observation+window%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fml-15-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-15-q4","/assets/data/question-designs.v1.json#questions/ml-15-q4","/assets/data/product-designs.v1.json#products/ml-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-07-q1","sector":"finance","lens":"ai","originalWording":"Can an assistant summarize income and the available financial context from the supplied records?","wording":"Can an assistant summarize income and the available financial context from the supplied records?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-07-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-07"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-07-q1"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant summarize income and the available financial context from the supplied records?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-07-q1&kind=question&dataset=Can+an+assistant+summarize+income+and+the+available+financial+context+from+the+supplied+records%3F&question=Can+an+assistant+summarize+income+and+the+available+financial+context+from+the+supplied+records%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fai-07-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-07-q1&kind=question&dataset=Can+an+assistant+summarize+income+and+the+available+financial+context+from+the+supplied+records%3F&question=Can+an+assistant+summarize+income+and+the+available+financial+context+from+the+supplied+records%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fai-07-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-07-q1","/assets/data/question-designs.v1.json#questions/ai-07-q1","/assets/data/product-designs.v1.json#products/ai-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-07-q2","sector":"finance","lens":"ai","originalWording":"Can it connect an employment change to the correct financial timeline?","wording":"Can an AI assistant connect an employment change to the correct financial timeline?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-07-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-07"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-07-q2"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant connect an employment change to the correct financial timeline?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-07-q2&kind=question&dataset=Can+an+AI+assistant+connect+an+employment+change+to+the+correct+financial+timeline%3F&question=Can+an+AI+assistant+connect+an+employment+change+to+the+correct+financial+timeline%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fai-07-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-07-q2&kind=question&dataset=Can+an+AI+assistant+connect+an+employment+change+to+the+correct+financial+timeline%3F&question=Can+an+AI+assistant+connect+an+employment+change+to+the+correct+financial+timeline%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fai-07-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-07-q2","/assets/data/question-designs.v1.json#questions/ai-07-q2","/assets/data/product-designs.v1.json#products/ai-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-07-q3","sector":"finance","lens":"ai","originalWording":"Does it avoid inventing balances, eligibility or lending decisions?","wording":"Does an AI assistant avoid inventing balances, eligibility or lending decisions?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-07-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-07"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-07-q3"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant avoid inventing balances, eligibility or lending decisions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-07-q3&kind=question&dataset=Does+an+AI+assistant+avoid+inventing+balances%2C+eligibility+or+lending+decisions%3F&question=Does+an+AI+assistant+avoid+inventing+balances%2C+eligibility+or+lending+decisions%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fai-07-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-07-q3&kind=question&dataset=Does+an+AI+assistant+avoid+inventing+balances%2C+eligibility+or+lending+decisions%3F&question=Does+an+AI+assistant+avoid+inventing+balances%2C+eligibility+or+lending+decisions%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fai-07-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-07-q3","/assets/data/question-designs.v1.json#questions/ai-07-q3","/assets/data/product-designs.v1.json#products/ai-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-07-q4","sector":"finance","lens":"ai","originalWording":"Can it clearly say when a requested calculation lacks the necessary inputs?","wording":"Can an AI assistant clearly say when a requested calculation lacks the necessary inputs?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-07-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-07"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-07","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-07-q4"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant clearly say when a requested calculation lacks the necessary inputs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-07-q4&kind=question&dataset=Can+an+AI+assistant+clearly+say+when+a+requested+calculation+lacks+the+necessary+inputs%3F&question=Can+an+AI+assistant+clearly+say+when+a+requested+calculation+lacks+the+necessary+inputs%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fai-07-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-07-q4&kind=question&dataset=Can+an+AI+assistant+clearly+say+when+a+requested+calculation+lacks+the+necessary+inputs%3F&question=Can+an+AI+assistant+clearly+say+when+a+requested+calculation+lacks+the+necessary+inputs%3F&domains=Finance%2C+Employment%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fai-07-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-07-q4","/assets/data/question-designs.v1.json#questions/ai-07-q4","/assets/data/product-designs.v1.json#products/ai-07"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-03-q1","sector":"finance","lens":"research","originalWording":"How do education and earnings trajectories differ by recorded household background?","wording":"How do education and earnings trajectories differ by recorded household background?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-03-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-03"],"proposedAssociations":[],"pricingBasis":{"productId":"research-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-03-q1"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do education and earnings trajectories differ by recorded household background?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-03-q1&kind=question&dataset=How+do+education+and+earnings+trajectories+differ+by+recorded+household+background%3F&question=How+do+education+and+earnings+trajectories+differ+by+recorded+household+background%3F&domains=Households%2C+Education%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-03-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-03-q1&kind=question&dataset=How+do+education+and+earnings+trajectories+differ+by+recorded+household+background%3F&question=How+do+education+and+earnings+trajectories+differ+by+recorded+household+background%3F&domains=Households%2C+Education%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-03-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-03-q1","/assets/data/question-designs.v1.json#questions/research-03-q1","/assets/data/product-designs.v1.json#products/research-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-03-q2","sector":"finance","lens":"research","originalWording":"What share of linked generations move between income or qualification bands?","wording":"What share of linked generations move between income or qualification bands?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-03-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-03"],"proposedAssociations":[],"pricingBasis":{"productId":"research-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-03-q2"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What share of linked generations move between income or qualification bands?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-03-q2&kind=question&dataset=What+share+of+linked+generations+move+between+income+or+qualification+bands%3F&question=What+share+of+linked+generations+move+between+income+or+qualification+bands%3F&domains=Households%2C+Education%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-03-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-03-q2&kind=question&dataset=What+share+of+linked+generations+move+between+income+or+qualification+bands%3F&question=What+share+of+linked+generations+move+between+income+or+qualification+bands%3F&domains=Households%2C+Education%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-03-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-03-q2","/assets/data/question-designs.v1.json#questions/research-03-q2","/assets/data/product-designs.v1.json#products/research-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-03-q3","sector":"finance","lens":"research","originalWording":"How sensitive are comparisons to cohort and observation-window choices?","wording":"How sensitive are comparisons to cohort and observation-window choices?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-03-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-03"],"proposedAssociations":[],"pricingBasis":{"productId":"research-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-03-q3"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How sensitive are comparisons to cohort and observation-window choices?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-03-q3&kind=question&dataset=How+sensitive+are+comparisons+to+cohort+and+observation-window+choices%3F&question=How+sensitive+are+comparisons+to+cohort+and+observation-window+choices%3F&domains=Households%2C+Education%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-03-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-03-q3&kind=question&dataset=How+sensitive+are+comparisons+to+cohort+and+observation-window+choices%3F&question=How+sensitive+are+comparisons+to+cohort+and+observation-window+choices%3F&domains=Households%2C+Education%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-03-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-03-q3","/assets/data/question-designs.v1.json#questions/research-03-q3","/assets/data/product-designs.v1.json#products/research-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-03-q4","sector":"finance","lens":"research","originalWording":"What family links and comparable measures are required before analysing intergenerational mobility?","wording":"Family links and comparable intergenerational income or qualification measures.","wordingChanged":true,"studyType":"scope_requirement","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"This is a required-data and linkage inquiry; retain it in custom-scope requirements.","canonicalQuestionId":"research-03-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-03"],"proposedAssociations":[],"pricingBasis":{"productId":"research-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-03-q4"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Family links and comparable intergenerational income or qualification measures.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-03-q4&kind=question&dataset=Family+links+and+comparable+intergenerational+income+or+qualification+measures.&question=Family+links+and+comparable+intergenerational+income+or+qualification+measures.&domains=Households%2C+Education%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-03-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"This is a required-data and linkage inquiry; retain it in custom-scope requirements."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-03-q4&kind=question&dataset=Family+links+and+comparable+intergenerational+income+or+qualification+measures.&question=Family+links+and+comparable+intergenerational+income+or+qualification+measures.&domains=Households%2C+Education%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-03-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-03-q4","/assets/data/question-designs.v1.json#questions/research-03-q4","/assets/data/product-designs.v1.json#products/research-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-05-q1","sector":"finance","lens":"research","originalWording":"How often do households move between income bands?","wording":"How often do households move between income bands?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-05-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-05"],"proposedAssociations":[],"pricingBasis":{"productId":"research-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-05-q1"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How often do households move between income bands?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-05-q1&kind=question&dataset=How+often+do+households+move+between+income+bands%3F&question=How+often+do+households+move+between+income+bands%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-05-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-05-q1&kind=question&dataset=How+often+do+households+move+between+income+bands%3F&question=How+often+do+households+move+between+income+bands%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-05-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-05-q1","/assets/data/question-designs.v1.json#questions/research-05-q1","/assets/data/product-designs.v1.json#products/research-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-05-q2","sector":"finance","lens":"research","originalWording":"Which employment and composition changes coincide with mobility?","wording":"Which employment and composition changes coincide with mobility?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-05-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-05"],"proposedAssociations":[],"pricingBasis":{"productId":"research-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-05-q2"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which employment and composition changes coincide with mobility?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-05-q2&kind=question&dataset=Which+employment+and+composition+changes+coincide+with+mobility%3F&question=Which+employment+and+composition+changes+coincide+with+mobility%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-05-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-05-q2&kind=question&dataset=Which+employment+and+composition+changes+coincide+with+mobility%3F&question=Which+employment+and+composition+changes+coincide+with+mobility%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-05-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-05-q2","/assets/data/question-designs.v1.json#questions/research-05-q2","/assets/data/product-designs.v1.json#products/research-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-05-q3","sector":"finance","lens":"research","originalWording":"How do trajectories vary by household size and age profile?","wording":"How do trajectories vary by household size and age profile?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-05-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-05"],"proposedAssociations":[],"pricingBasis":{"productId":"research-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-05-q3"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do trajectories vary by household size and age profile?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-05-q3&kind=question&dataset=How+do+trajectories+vary+by+household+size+and+age+profile%3F&question=How+do+trajectories+vary+by+household+size+and+age+profile%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-05-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-05-q3&kind=question&dataset=How+do+trajectories+vary+by+household+size+and+age+profile%3F&question=How+do+trajectories+vary+by+household+size+and+age+profile%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-05-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-05-q3","/assets/data/question-designs.v1.json#questions/research-05-q3","/assets/data/product-designs.v1.json#products/research-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-05-q4","sector":"finance","lens":"research","originalWording":"Do results change when households are followed for equal lengths of time?","wording":"Do results change when households are followed for equal lengths of time?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-05-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-05"],"proposedAssociations":[],"pricingBasis":{"productId":"research-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-05-q4"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do results change when households are followed for equal lengths of time?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-05-q4&kind=question&dataset=Do+results+change+when+households+are+followed+for+equal+lengths+of+time%3F&question=Do+results+change+when+households+are+followed+for+equal+lengths+of+time%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-05-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-05-q4&kind=question&dataset=Do+results+change+when+households+are+followed+for+equal+lengths+of+time%3F&question=Do+results+change+when+households+are+followed+for+equal+lengths+of+time%3F&domains=Households%2C+Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-05-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-05-q4","/assets/data/question-designs.v1.json#questions/research-05-q4","/assets/data/product-designs.v1.json#products/research-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-06-q1","sector":"finance","lens":"research","originalWording":"How do household finances change around recorded marriage or partnership transitions?","wording":"How do household finances change around recorded marriage or partnership transitions?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-06-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-06"],"proposedAssociations":[],"pricingBasis":{"productId":"research-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-06-q1"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do household finances change around recorded marriage or partnership transitions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-06-q1&kind=question&dataset=How+do+household+finances+change+around+recorded+marriage+or+partnership+transitions%3F&question=How+do+household+finances+change+around+recorded+marriage+or+partnership+transitions%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-06-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-06-q1&kind=question&dataset=How+do+household+finances+change+around+recorded+marriage+or+partnership+transitions%3F&question=How+do+household+finances+change+around+recorded+marriage+or+partnership+transitions%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-06-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-06-q1","/assets/data/question-designs.v1.json#questions/research-06-q1","/assets/data/product-designs.v1.json#products/research-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-06-q2","sector":"finance","lens":"research","originalWording":"How do patterns differ across household structures?","wording":"How do patterns differ across household structures?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-06-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-06"],"proposedAssociations":[],"pricingBasis":{"productId":"research-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-06-q2"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do patterns differ across household structures?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-06-q2&kind=question&dataset=How+do+patterns+differ+across+household+structures%3F&question=How+do+patterns+differ+across+household+structures%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-06-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-06-q2&kind=question&dataset=How+do+patterns+differ+across+household+structures%3F&question=How+do+patterns+differ+across+household+structures%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-06-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-06-q2","/assets/data/question-designs.v1.json#questions/research-06-q2","/assets/data/product-designs.v1.json#products/research-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-06-q3","sector":"finance","lens":"research","originalWording":"Do changes in earnings occur before or after household formation?","wording":"Do changes in earnings occur before or after household formation?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-06-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-06"],"proposedAssociations":[],"pricingBasis":{"productId":"research-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-06-q3"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do changes in earnings occur before or after household formation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-06-q3&kind=question&dataset=Do+changes+in+earnings+occur+before+or+after+household+formation%3F&question=Do+changes+in+earnings+occur+before+or+after+household+formation%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-06-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-06-q3&kind=question&dataset=Do+changes+in+earnings+occur+before+or+after+household+formation%3F&question=Do+changes+in+earnings+occur+before+or+after+household+formation%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-06-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-06-q3","/assets/data/question-designs.v1.json#questions/research-06-q3","/assets/data/product-designs.v1.json#products/research-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-06-q4","sector":"finance","lens":"research","originalWording":"Which comparisons are descriptive, and what would be needed for a causal research design?","wording":"Additional identification assumptions and evidence required for a causal household-finance study.","wordingChanged":true,"studyType":"scope_requirement","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"The catalogue supports proposed descriptive associations; causal identification requires a separate protocol and evidence agreement.","canonicalQuestionId":"research-06-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-06"],"proposedAssociations":[],"pricingBasis":{"productId":"research-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-06-q4"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Additional identification assumptions and evidence required for a causal household-finance study.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-06-q4&kind=question&dataset=Additional+identification+assumptions+and+evidence+required+for+a+causal+household-finance+study.&question=Additional+identification+assumptions+and+evidence+required+for+a+causal+household-finance+study.&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-06-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"The catalogue supports proposed descriptive associations; causal identification requires a separate protocol and evidence agreement."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-06-q4&kind=question&dataset=Additional+identification+assumptions+and+evidence+required+for+a+causal+household-finance+study.&question=Additional+identification+assumptions+and+evidence+required+for+a+causal+household-finance+study.&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fresearch-06-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-06-q4","/assets/data/question-designs.v1.json#questions/research-06-q4","/assets/data/product-designs.v1.json#products/research-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-02-q1","sector":"finance","lens":"research","originalWording":"Which households move into higher or lower income bands?","wording":"Which households move into higher or lower income bands?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-02-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-02"],"proposedAssociations":[],"pricingBasis":{"productId":"general-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-02-q1"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which households move into higher or lower income bands?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-02-q1&kind=question&dataset=Which+households+move+into+higher+or+lower+income+bands%3F&question=Which+households+move+into+higher+or+lower+income+bands%3F&domains=Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fgeneral-02-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-02-q1&kind=question&dataset=Which+households+move+into+higher+or+lower+income+bands%3F&question=Which+households+move+into+higher+or+lower+income+bands%3F&domains=Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fgeneral-02-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-02-q1","/assets/data/question-designs.v1.json#questions/general-02-q1","/assets/data/product-designs.v1.json#products/general-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-02-q2","sector":"finance","lens":"research","originalWording":"How do job transitions coincide with household financial changes?","wording":"How do job transitions coincide with household financial changes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-02-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-02"],"proposedAssociations":[],"pricingBasis":{"productId":"general-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-02-q2"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do job transitions coincide with household financial changes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-02-q2&kind=question&dataset=How+do+job+transitions+coincide+with+household+financial+changes%3F&question=How+do+job+transitions+coincide+with+household+financial+changes%3F&domains=Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fgeneral-02-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-02-q2&kind=question&dataset=How+do+job+transitions+coincide+with+household+financial+changes%3F&question=How+do+job+transitions+coincide+with+household+financial+changes%3F&domains=Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fgeneral-02-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-02-q2","/assets/data/question-designs.v1.json#questions/general-02-q2","/assets/data/product-designs.v1.json#products/general-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-02-q3","sector":"finance","lens":"research","originalWording":"Which household types show the most variable recorded income?","wording":"Which household types show the most variable recorded income?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-02-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-02"],"proposedAssociations":[],"pricingBasis":{"productId":"general-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-02-q3"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which household types show the most variable recorded income?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-02-q3&kind=question&dataset=Which+household+types+show+the+most+variable+recorded+income%3F&question=Which+household+types+show+the+most+variable+recorded+income%3F&domains=Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fgeneral-02-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-02-q3&kind=question&dataset=Which+household+types+show+the+most+variable+recorded+income%3F&question=Which+household+types+show+the+most+variable+recorded+income%3F&domains=Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fgeneral-02-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-02-q3","/assets/data/question-designs.v1.json#questions/general-02-q3","/assets/data/product-designs.v1.json#products/general-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-02-q4","sector":"finance","lens":"research","originalWording":"What additional cost-of-living and poverty-line assumptions would a poverty analysis require?","wording":"Cost-of-living, poverty-line and household-resource definitions required for a poverty study.","wordingChanged":true,"studyType":"scope_requirement","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Income-band movement alone does not establish poverty; external definitions and comparability requirements are scope inputs.","canonicalQuestionId":"general-02-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-02"],"proposedAssociations":[],"pricingBasis":{"productId":"general-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-02-q4"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Cost-of-living, poverty-line and household-resource definitions required for a poverty study.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-02-q4&kind=question&dataset=Cost-of-living%2C+poverty-line+and+household-resource+definitions+required+for+a+poverty+study.&question=Cost-of-living%2C+poverty-line+and+household-resource+definitions+required+for+a+poverty+study.&domains=Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fgeneral-02-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"Income-band movement alone does not establish poverty; external definitions and comparability requirements are scope inputs."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-02-q4&kind=question&dataset=Cost-of-living%2C+poverty-line+and+household-resource+definitions+required+for+a+poverty+study.&question=Cost-of-living%2C+poverty-line+and+household-resource+definitions+required+for+a+poverty+study.&domains=Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fgeneral-02-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-02-q4","/assets/data/question-designs.v1.json#questions/general-02-q4","/assets/data/product-designs.v1.json#products/general-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-05-q1","sector":"finance","lens":"research","originalWording":"How do recorded earnings vary through adulthood?","wording":"How do recorded earnings vary through adulthood?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-05-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-05"],"proposedAssociations":[],"pricingBasis":{"productId":"general-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-05-q1"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do recorded earnings vary through adulthood?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-05-q1&kind=question&dataset=How+do+recorded+earnings+vary+through+adulthood%3F&question=How+do+recorded+earnings+vary+through+adulthood%3F&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-05-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-05-q1&kind=question&dataset=How+do+recorded+earnings+vary+through+adulthood%3F&question=How+do+recorded+earnings+vary+through+adulthood%3F&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-05-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-05-q1","/assets/data/question-designs.v1.json#questions/general-05-q1","/assets/data/product-designs.v1.json#products/general-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-05-q2","sector":"finance","lens":"research","originalWording":"How do job changes coincide with income changes?","wording":"How do job changes coincide with income changes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-05-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-05"],"proposedAssociations":[],"pricingBasis":{"productId":"general-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-05-q2"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do job changes coincide with income changes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-05-q2&kind=question&dataset=How+do+job+changes+coincide+with+income+changes%3F&question=How+do+job+changes+coincide+with+income+changes%3F&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-05-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-05-q2&kind=question&dataset=How+do+job+changes+coincide+with+income+changes%3F&question=How+do+job+changes+coincide+with+income+changes%3F&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-05-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-05-q2","/assets/data/question-designs.v1.json#questions/general-05-q2","/assets/data/product-designs.v1.json#products/general-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-05-q3","sector":"finance","lens":"research","originalWording":"How do patterns differ between age groups and birth cohorts?","wording":"How do patterns differ between age groups and birth cohorts?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-05-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-05"],"proposedAssociations":[],"pricingBasis":{"productId":"general-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-05-q3"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do patterns differ between age groups and birth cohorts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-05-q3&kind=question&dataset=How+do+patterns+differ+between+age+groups+and+birth+cohorts%3F&question=How+do+patterns+differ+between+age+groups+and+birth+cohorts%3F&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-05-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-05-q3&kind=question&dataset=How+do+patterns+differ+between+age+groups+and+birth+cohorts%3F&question=How+do+patterns+differ+between+age+groups+and+birth+cohorts%3F&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-05-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-05-q3","/assets/data/question-designs.v1.json#questions/general-05-q3","/assets/data/product-designs.v1.json#products/general-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-05-q4","sector":"finance","lens":"research","originalWording":"Which comparisons require inflation or currency adjustments beyond the supplied records?","wording":"Inflation, currency and reference-period adjustments required for earnings comparisons.","wordingChanged":true,"studyType":"scope_requirement","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"This asks about additional comparability assumptions rather than a distinct observed earnings outcome.","canonicalQuestionId":"general-05-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-05"],"proposedAssociations":[],"pricingBasis":{"productId":"general-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-05-q4"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Inflation, currency and reference-period adjustments required for earnings comparisons.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-05-q4&kind=question&dataset=Inflation%2C+currency+and+reference-period+adjustments+required+for+earnings+comparisons.&question=Inflation%2C+currency+and+reference-period+adjustments+required+for+earnings+comparisons.&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-05-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"This asks about additional comparability assumptions rather than a distinct observed earnings outcome."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-05-q4&kind=question&dataset=Inflation%2C+currency+and+reference-period+adjustments+required+for+earnings+comparisons.&question=Inflation%2C+currency+and+reference-period+adjustments+required+for+earnings+comparisons.&domains=Employment%2C+Finance%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-05-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-05-q4","/assets/data/question-designs.v1.json#questions/general-05-q4","/assets/data/product-designs.v1.json#products/general-05"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-08-q1","sector":"finance","lens":"research","originalWording":"How does recorded income vary by household size and employment mix?","wording":"How does recorded income vary by household size and employment mix?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-08-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-08"],"proposedAssociations":[],"pricingBasis":{"productId":"general-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-08-q1"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does recorded income vary by household size and employment mix?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-08-q1&kind=question&dataset=How+does+recorded+income+vary+by+household+size+and+employment+mix%3F&question=How+does+recorded+income+vary+by+household+size+and+employment+mix%3F&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-08-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-08-q1&kind=question&dataset=How+does+recorded+income+vary+by+household+size+and+employment+mix%3F&question=How+does+recorded+income+vary+by+household+size+and+employment+mix%3F&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-08-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-08-q1","/assets/data/question-designs.v1.json#questions/general-08-q1","/assets/data/product-designs.v1.json#products/general-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-08-q2","sector":"finance","lens":"research","originalWording":"Which segments experience more volatile income?","wording":"Which segments experience more volatile income?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-08-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-08"],"proposedAssociations":[],"pricingBasis":{"productId":"general-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-08-q2"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which segments experience more volatile income?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-08-q2&kind=question&dataset=Which+segments+experience+more+volatile+income%3F&question=Which+segments+experience+more+volatile+income%3F&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-08-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-08-q2&kind=question&dataset=Which+segments+experience+more+volatile+income%3F&question=Which+segments+experience+more+volatile+income%3F&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-08-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-08-q2","/assets/data/question-designs.v1.json#questions/general-08-q2","/assets/data/product-designs.v1.json#products/general-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-08-q3","sector":"finance","lens":"research","originalWording":"How do household transitions coincide with changing financial capacity?","wording":"How do household transitions coincide with changing financial capacity?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-08-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-08"],"proposedAssociations":[],"pricingBasis":{"productId":"general-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-08-q3"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do household transitions coincide with changing financial capacity?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-08-q3&kind=question&dataset=How+do+household+transitions+coincide+with+changing+financial+capacity%3F&question=How+do+household+transitions+coincide+with+changing+financial+capacity%3F&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-08-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-08-q3&kind=question&dataset=How+do+household+transitions+coincide+with+changing+financial+capacity%3F&question=How+do+household+transitions+coincide+with+changing+financial+capacity%3F&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-08-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-08-q3","/assets/data/question-designs.v1.json#questions/general-08-q3","/assets/data/product-designs.v1.json#products/general-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-08-q4","sector":"finance","lens":"research","originalWording":"What spending, price and cost-of-living data are needed to go beyond income-based proxies?","wording":"Spending, price and cost-of-living evidence required for a purchasing-power study.","wordingChanged":true,"studyType":"scope_requirement","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"This asks which data are needed; it should appear as a custom-scope requirement, not a certified research opportunity.","canonicalQuestionId":"general-08-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-08"],"proposedAssociations":[],"pricingBasis":{"productId":"general-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-08-q4"},"unit":{"definition":"Resident/household financial period or transaction episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Spending, price and cost-of-living evidence required for a purchasing-power study.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Income or expenditure amounts, currency and period","status":"required_unverified_for_question"},{"concept":"Effective-dated household composition","status":"required_unverified_for_question"},{"concept":"Prices, consumption or hardship criterion where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId or HouseholdId","Income/transaction identifier","PeriodStart","PeriodEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents or households explicitly defined by the question; dated membership and financial measures to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-08-q4&kind=question&dataset=Spending%2C+price+and+cost-of-living+evidence+required+for+a+purchasing-power+study.&question=Spending%2C+price+and+cost-of-living+evidence+required+for+a+purchasing-power+study.&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-08-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"This asks which data are needed; it should appear as a custom-scope requirement, not a certified research opportunity."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-08-q4&kind=question&dataset=Spending%2C+price+and+cost-of-living+evidence+required+for+a+purchasing-power+study.&question=Spending%2C+price+and+cost-of-living+evidence+required+for+a+purchasing-power+study.&domains=Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fgeneral-08-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-08-q4","/assets/data/question-designs.v1.json#questions/general-08-q4","/assets/data/product-designs.v1.json#products/general-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-06-q1","sector":"households","lens":"ai","originalWording":"Can AI identify who belonged to a household at a selected date?","wording":"Can AI identify who belonged to a household at a selected date?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-06-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-06"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-06-q1"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can AI identify who belonged to a household at a selected date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-06-q1&kind=question&dataset=Can+AI+identify+who+belonged+to+a+household+at+a+selected+date%3F&question=Can+AI+identify+who+belonged+to+a+household+at+a+selected+date%3F&domains=Households%2C+Demographics%2C+Housing%2C+Finance&source=%2Fresearch-datasets%2Fai-06-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-06-q1&kind=question&dataset=Can+AI+identify+who+belonged+to+a+household+at+a+selected+date%3F&question=Can+AI+identify+who+belonged+to+a+household+at+a+selected+date%3F&domains=Households%2C+Demographics%2C+Housing%2C+Finance&source=%2Fresearch-datasets%2Fai-06-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-06-q1","/assets/data/question-designs.v1.json#questions/ai-06-q1","/assets/data/product-designs.v1.json#products/ai-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-06-q2","sector":"households","lens":"ai","originalWording":"Can it explain joins, departures and changes in household composition?","wording":"Can an AI assistant explain joins, departures and changes in household composition?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-06-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-06"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-06-q2"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant explain joins, departures and changes in household composition?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-06-q2&kind=question&dataset=Can+an+AI+assistant+explain+joins%2C+departures+and+changes+in+household+composition%3F&question=Can+an+AI+assistant+explain+joins%2C+departures+and+changes+in+household+composition%3F&domains=Households%2C+Demographics%2C+Housing%2C+Finance&source=%2Fresearch-datasets%2Fai-06-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-06-q2&kind=question&dataset=Can+an+AI+assistant+explain+joins%2C+departures+and+changes+in+household+composition%3F&question=Can+an+AI+assistant+explain+joins%2C+departures+and+changes+in+household+composition%3F&domains=Households%2C+Demographics%2C+Housing%2C+Finance&source=%2Fresearch-datasets%2Fai-06-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-06-q2","/assets/data/question-designs.v1.json#questions/ai-06-q2","/assets/data/product-designs.v1.json#products/ai-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-06-q3","sector":"households","lens":"ai","originalWording":"Does it keep recorded household roles and membership changes distinct?","wording":"Does an AI assistant keep recorded household roles and membership changes distinct?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-06-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-06"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-06-q3"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant keep recorded household roles and membership changes distinct?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-06-q3&kind=question&dataset=Does+an+AI+assistant+keep+recorded+household+roles+and+membership+changes+distinct%3F&question=Does+an+AI+assistant+keep+recorded+household+roles+and+membership+changes+distinct%3F&domains=Households%2C+Demographics%2C+Housing%2C+Finance&source=%2Fresearch-datasets%2Fai-06-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-06-q3&kind=question&dataset=Does+an+AI+assistant+keep+recorded+household+roles+and+membership+changes+distinct%3F&question=Does+an+AI+assistant+keep+recorded+household+roles+and+membership+changes+distinct%3F&domains=Households%2C+Demographics%2C+Housing%2C+Finance&source=%2Fresearch-datasets%2Fai-06-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-06-q3","/assets/data/question-designs.v1.json#questions/ai-06-q3","/assets/data/product-designs.v1.json#products/ai-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-06-q4","sector":"households","lens":"ai","originalWording":"Can it flag an explanation that conflicts with recorded household membership?","wording":"Can an AI assistant flag an explanation that conflicts with recorded household membership?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-06-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-06"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-06-q4"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant flag an explanation that conflicts with recorded household membership?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-06-q4&kind=question&dataset=Can+an+AI+assistant+flag+an+explanation+that+conflicts+with+recorded+household+membership%3F&question=Can+an+AI+assistant+flag+an+explanation+that+conflicts+with+recorded+household+membership%3F&domains=Households%2C+Demographics%2C+Housing%2C+Finance&source=%2Fresearch-datasets%2Fai-06-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-06-q4&kind=question&dataset=Can+an+AI+assistant+flag+an+explanation+that+conflicts+with+recorded+household+membership%3F&question=Can+an+AI+assistant+flag+an+explanation+that+conflicts+with+recorded+household+membership%3F&domains=Households%2C+Demographics%2C+Housing%2C+Finance&source=%2Fresearch-datasets%2Fai-06-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-06-q4","/assets/data/question-designs.v1.json#questions/ai-06-q4","/assets/data/product-designs.v1.json#products/ai-06"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-03-q1","sector":"households","lens":"research","originalWording":"When do residents form a new household?","wording":"When do residents form a new household?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-03-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-03"],"proposedAssociations":[],"pricingBasis":{"productId":"general-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-03-q1"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"When do residents form a new household?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-03-q1&kind=question&dataset=When+do+residents+form+a+new+household%3F&question=When+do+residents+form+a+new+household%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-03-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-03-q1&kind=question&dataset=When+do+residents+form+a+new+household%3F&question=When+do+residents+form+a+new+household%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-03-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-03-q1","/assets/data/question-designs.v1.json#questions/general-03-q1","/assets/data/product-designs.v1.json#products/general-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-03-q2","sector":"households","lens":"research","originalWording":"How does household composition change over time?","wording":"How does household composition change over time?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-03-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-03"],"proposedAssociations":[],"pricingBasis":{"productId":"general-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-03-q2"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does household composition change over time?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-03-q2&kind=question&dataset=How+does+household+composition+change+over+time%3F&question=How+does+household+composition+change+over+time%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-03-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-03-q2&kind=question&dataset=How+does+household+composition+change+over+time%3F&question=How+does+household+composition+change+over+time%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-03-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-03-q2","/assets/data/question-designs.v1.json#questions/general-03-q2","/assets/data/product-designs.v1.json#products/general-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-03-q3","sector":"households","lens":"research","originalWording":"Which life stages coincide with new household formation?","wording":"Which life stages coincide with new household formation?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-03-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-03"],"proposedAssociations":[],"pricingBasis":{"productId":"general-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-03-q3"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which life stages coincide with new household formation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-03-q3&kind=question&dataset=Which+life+stages+coincide+with+new+household+formation%3F&question=Which+life+stages+coincide+with+new+household+formation%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-03-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-03-q3&kind=question&dataset=Which+life+stages+coincide+with+new+household+formation%3F&question=Which+life+stages+coincide+with+new+household+formation%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-03-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-03-q3","/assets/data/question-designs.v1.json#questions/general-03-q3","/assets/data/product-designs.v1.json#products/general-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-03-q4","sector":"households","lens":"research","originalWording":"Can membership growth be distinguished from a change in the stored household type?","wording":"Household membership changes versus stored household-type changes.","wordingChanged":true,"studyType":"methodology","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"This is an ascertainment and effective-date validation requirement; membership change must be based on recorded membership events.","canonicalQuestionId":"general-03-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-03"],"proposedAssociations":[],"pricingBasis":{"productId":"general-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-03-q4"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Household membership changes versus stored household-type changes.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-03-q4&kind=question&dataset=Household+membership+changes+versus+stored+household-type+changes.&question=Household+membership+changes+versus+stored+household-type+changes.&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-03-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"This is an ascertainment and effective-date validation requirement; membership change must be based on recorded membership events."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-03-q4&kind=question&dataset=Household+membership+changes+versus+stored+household-type+changes.&question=Household+membership+changes+versus+stored+household-type+changes.&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-03-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-03-q4","/assets/data/question-designs.v1.json#questions/general-03-q4","/assets/data/product-designs.v1.json#products/general-03"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-04-q1","sector":"households","lens":"research","originalWording":"Where do residents live before and after a recorded marriage?","wording":"Where do residents live before and after a recorded marriage?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-04-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-04"],"proposedAssociations":[],"pricingBasis":{"productId":"general-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-04-q1"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where do residents live before and after a recorded marriage?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-04-q1&kind=question&dataset=Where+do+residents+live+before+and+after+a+recorded+marriage%3F&question=Where+do+residents+live+before+and+after+a+recorded+marriage%3F&domains=Households%2C+Housing%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-04-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-04-q1&kind=question&dataset=Where+do+residents+live+before+and+after+a+recorded+marriage%3F&question=Where+do+residents+live+before+and+after+a+recorded+marriage%3F&domains=Households%2C+Housing%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-04-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-04-q1","/assets/data/question-designs.v1.json#questions/general-04-q1","/assets/data/product-designs.v1.json#products/general-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-04-q2","sector":"households","lens":"research","originalWording":"Do partners join an existing household or form a new one?","wording":"Do partners join an existing household or form a new one?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-04-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-04"],"proposedAssociations":[],"pricingBasis":{"productId":"general-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-04-q2"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do partners join an existing household or form a new one?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-04-q2&kind=question&dataset=Do+partners+join+an+existing+household+or+form+a+new+one%3F&question=Do+partners+join+an+existing+household+or+form+a+new+one%3F&domains=Households%2C+Housing%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-04-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-04-q2&kind=question&dataset=Do+partners+join+an+existing+household+or+form+a+new+one%3F&question=Do+partners+join+an+existing+household+or+form+a+new+one%3F&domains=Households%2C+Housing%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-04-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-04-q2","/assets/data/question-designs.v1.json#questions/general-04-q2","/assets/data/product-designs.v1.json#products/general-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-04-q3","sector":"households","lens":"research","originalWording":"How do residential patterns differ by age and household structure?","wording":"How do residential patterns differ by age and household structure?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-04-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-04"],"proposedAssociations":[],"pricingBasis":{"productId":"general-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-04-q3"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do residential patterns differ by age and household structure?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-04-q3&kind=question&dataset=How+do+residential+patterns+differ+by+age+and+household+structure%3F&question=How+do+residential+patterns+differ+by+age+and+household+structure%3F&domains=Households%2C+Housing%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-04-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-04-q3&kind=question&dataset=How+do+residential+patterns+differ+by+age+and+household+structure%3F&question=How+do+residential+patterns+differ+by+age+and+household+structure%3F&domains=Households%2C+Housing%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-04-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-04-q3","/assets/data/question-designs.v1.json#questions/general-04-q3","/assets/data/product-designs.v1.json#products/general-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-04-q4","sector":"households","lens":"research","originalWording":"Which moves have a recorded destination and which need further context?","wording":"Which moves have a recorded destination and which need further context?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-04-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-04"],"proposedAssociations":[],"pricingBasis":{"productId":"general-04","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-04-q4"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which moves have a recorded destination and which need further context?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-04-q4&kind=question&dataset=Which+moves+have+a+recorded+destination+and+which+need+further+context%3F&question=Which+moves+have+a+recorded+destination+and+which+need+further+context%3F&domains=Households%2C+Housing%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-04-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-04-q4&kind=question&dataset=Which+moves+have+a+recorded+destination+and+which+need+further+context%3F&question=Which+moves+have+a+recorded+destination+and+which+need+further+context%3F&domains=Households%2C+Housing%2C+Demographics&source=%2Fresearch-datasets%2Fgeneral-04-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-04-q4","/assets/data/question-designs.v1.json#questions/general-04-q4","/assets/data/product-designs.v1.json#products/general-04"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-14-q1","sector":"households","lens":"research","originalWording":"How does the age and life-stage mix change across the timeline?","wording":"How does the age and life-stage mix change across the timeline?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-14-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-14"],"proposedAssociations":[],"pricingBasis":{"productId":"general-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-14-q1"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does the age and life-stage mix change across the timeline?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm city coverage and time windows. Synthetic trends are not observed population estimates, and housing need requires additional definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-14-q1&kind=question&dataset=How+does+the+age+and+life-stage+mix+change+across+the+timeline%3F&question=How+does+the+age+and+life-stage+mix+change+across+the+timeline%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-14-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm city coverage and time windows. Synthetic trends are not observed population estimates, and housing need requires additional definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-14-q1&kind=question&dataset=How+does+the+age+and+life-stage+mix+change+across+the+timeline%3F&question=How+does+the+age+and+life-stage+mix+change+across+the+timeline%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-14-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-14-q1","/assets/data/question-designs.v1.json#questions/general-14-q1","/assets/data/product-designs.v1.json#products/general-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-14-q2","sector":"households","lens":"research","originalWording":"When do households form, grow or change membership?","wording":"When do households form, grow or change membership?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-14-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-14"],"proposedAssociations":[],"pricingBasis":{"productId":"general-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-14-q2"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"When do households form, grow or change membership?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm city coverage and time windows. Synthetic trends are not observed population estimates, and housing need requires additional definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-14-q2&kind=question&dataset=When+do+households+form%2C+grow+or+change+membership%3F&question=When+do+households+form%2C+grow+or+change+membership%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-14-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm city coverage and time windows. Synthetic trends are not observed population estimates, and housing need requires additional definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-14-q2&kind=question&dataset=When+do+households+form%2C+grow+or+change+membership%3F&question=When+do+households+form%2C+grow+or+change+membership%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-14-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-14-q2","/assets/data/question-designs.v1.json#questions/general-14-q2","/assets/data/product-designs.v1.json#products/general-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-14-q3","sector":"households","lens":"research","originalWording":"How do household changes coincide with housing-tenure transitions?","wording":"How do household changes coincide with housing-tenure transitions?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-14-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-14"],"proposedAssociations":[],"pricingBasis":{"productId":"general-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-14-q3"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do household changes coincide with housing-tenure transitions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm city coverage and time windows. Synthetic trends are not observed population estimates, and housing need requires additional definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-14-q3&kind=question&dataset=How+do+household+changes+coincide+with+housing-tenure+transitions%3F&question=How+do+household+changes+coincide+with+housing-tenure+transitions%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-14-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm city coverage and time windows. Synthetic trends are not observed population estimates, and housing need requires additional definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-14-q3&kind=question&dataset=How+do+household+changes+coincide+with+housing-tenure+transitions%3F&question=How+do+household+changes+coincide+with+housing-tenure+transitions%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-14-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-14-q3","/assets/data/question-designs.v1.json#questions/general-14-q3","/assets/data/product-designs.v1.json#products/general-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-14-q4","sector":"households","lens":"research","originalWording":"Which demographic patterns differ between the available city releases?","wording":"Which demographic patterns differ between the available city releases?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-14-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-14"],"proposedAssociations":[],"pricingBasis":{"productId":"general-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-14-q4"},"unit":{"definition":"Household/person-period or household transition episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which demographic patterns differ between the available city releases?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Stable resident and household identities","status":"required_unverified_for_question"},{"concept":"Membership start/end and relationship effective dates","status":"required_unverified_for_question"},{"concept":"Dated demographic/residential transition events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","HouseholdId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm city coverage and time windows. Synthetic trends are not observed population estimates, and housing need requires additional definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, households or dated membership episodes explicitly defined by the question; effective relationships to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-14-q4&kind=question&dataset=Which+demographic+patterns+differ+between+the+available+city+releases%3F&question=Which+demographic+patterns+differ+between+the+available+city+releases%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-14-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm city coverage and time windows. Synthetic trends are not observed population estimates, and housing need requires additional definitions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-14-q4&kind=question&dataset=Which+demographic+patterns+differ+between+the+available+city+releases%3F&question=Which+demographic+patterns+differ+between+the+available+city+releases%3F&domains=Demographics%2C+Households%2C+Housing&source=%2Fresearch-datasets%2Fgeneral-14-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-14-q4","/assets/data/question-designs.v1.json#questions/general-14-q4","/assets/data/product-designs.v1.json#products/general-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-08-q1","sector":"land","lens":"ml","originalWording":"Which housing and income patterns signal affordability pressure?","wording":"Which housing and income patterns signal affordability pressure?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-08-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-08"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-08-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which housing and income patterns signal affordability pressure?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cost and income definitions, the affordability target and the prediction window. These synthetic records do not determine real eligibility or creditworthiness.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-08-q1&kind=question&dataset=Which+housing+and+income+patterns+signal+affordability+pressure%3F&question=Which+housing+and+income+patterns+signal+affordability+pressure%3F&domains=Housing%2C+Employment%2C+Finance%2C+Households&source=%2Fresearch-datasets%2Fml-08-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cost and income definitions, the affordability target and the prediction window. These synthetic records do not determine real eligibility or creditworthiness.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-08-q1&kind=question&dataset=Which+housing+and+income+patterns+signal+affordability+pressure%3F&question=Which+housing+and+income+patterns+signal+affordability+pressure%3F&domains=Housing%2C+Employment%2C+Finance%2C+Households&source=%2Fresearch-datasets%2Fml-08-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-08-q1","/assets/data/question-designs.v1.json#questions/ml-08-q1","/assets/data/product-designs.v1.json#products/ml-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-08-q2","sector":"land","lens":"ml","originalWording":"How does affordability vary between household and tenure groups?","wording":"How does affordability vary between household and tenure groups?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-08-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-08"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-08-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does affordability vary between household and tenure groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cost and income definitions, the affordability target and the prediction window. These synthetic records do not determine real eligibility or creditworthiness.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-08-q2&kind=question&dataset=How+does+affordability+vary+between+household+and+tenure+groups%3F&question=How+does+affordability+vary+between+household+and+tenure+groups%3F&domains=Housing%2C+Employment%2C+Finance%2C+Households&source=%2Fresearch-datasets%2Fml-08-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cost and income definitions, the affordability target and the prediction window. These synthetic records do not determine real eligibility or creditworthiness.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-08-q2&kind=question&dataset=How+does+affordability+vary+between+household+and+tenure+groups%3F&question=How+does+affordability+vary+between+household+and+tenure+groups%3F&domains=Housing%2C+Employment%2C+Finance%2C+Households&source=%2Fresearch-datasets%2Fml-08-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-08-q2","/assets/data/question-designs.v1.json#questions/ml-08-q2","/assets/data/product-designs.v1.json#products/ml-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-08-q3","sector":"land","lens":"ml","originalWording":"Do changes in employment coincide with worsening housing affordability?","wording":"Do changes in employment coincide with worsening housing affordability?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-08-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-08"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-08-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do changes in employment coincide with worsening housing affordability?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cost and income definitions, the affordability target and the prediction window. These synthetic records do not determine real eligibility or creditworthiness.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-08-q3&kind=question&dataset=Do+changes+in+employment+coincide+with+worsening+housing+affordability%3F&question=Do+changes+in+employment+coincide+with+worsening+housing+affordability%3F&domains=Housing%2C+Employment%2C+Finance%2C+Households&source=%2Fresearch-datasets%2Fml-08-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cost and income definitions, the affordability target and the prediction window. These synthetic records do not determine real eligibility or creditworthiness.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-08-q3&kind=question&dataset=Do+changes+in+employment+coincide+with+worsening+housing+affordability%3F&question=Do+changes+in+employment+coincide+with+worsening+housing+affordability%3F&domains=Housing%2C+Employment%2C+Finance%2C+Households&source=%2Fresearch-datasets%2Fml-08-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-08-q3","/assets/data/question-designs.v1.json#questions/ml-08-q3","/assets/data/product-designs.v1.json#products/ml-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-08-q4","sector":"land","lens":"ml","originalWording":"Can a model distinguish persistent cost pressure from short-term changes?","wording":"Can a model distinguish persistent cost pressure from short-term changes?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-08-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-08"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-08","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-08-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model distinguish persistent cost pressure from short-term changes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cost and income definitions, the affordability target and the prediction window. These synthetic records do not determine real eligibility or creditworthiness.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-08-q4&kind=question&dataset=Can+a+model+distinguish+persistent+cost+pressure+from+short-term+changes%3F&question=Can+a+model+distinguish+persistent+cost+pressure+from+short-term+changes%3F&domains=Housing%2C+Employment%2C+Finance%2C+Households&source=%2Fresearch-datasets%2Fml-08-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm cost and income definitions, the affordability target and the prediction window. These synthetic records do not determine real eligibility or creditworthiness.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-08-q4&kind=question&dataset=Can+a+model+distinguish+persistent+cost+pressure+from+short-term+changes%3F&question=Can+a+model+distinguish+persistent+cost+pressure+from+short-term+changes%3F&domains=Housing%2C+Employment%2C+Finance%2C+Households&source=%2Fresearch-datasets%2Fml-08-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-08-q4","/assets/data/question-designs.v1.json#questions/ml-08-q4","/assets/data/product-designs.v1.json#products/ml-08"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-09-q1","sector":"land","lens":"ml","originalWording":"Which prior tenure patterns tend to precede ownership?","wording":"Which prior tenure patterns tend to precede ownership?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-09-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-09"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-09-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which prior tenure patterns tend to precede ownership?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Agree the transition label, observation period and forecast horizon; ownership propensity is not a mortgage eligibility decision.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-09-q1&kind=question&dataset=Which+prior+tenure+patterns+tend+to+precede+ownership%3F&question=Which+prior+tenure+patterns+tend+to+precede+ownership%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-09-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Agree the transition label, observation period and forecast horizon; ownership propensity is not a mortgage eligibility decision.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-09-q1&kind=question&dataset=Which+prior+tenure+patterns+tend+to+precede+ownership%3F&question=Which+prior+tenure+patterns+tend+to+precede+ownership%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-09-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-09-q1","/assets/data/question-designs.v1.json#questions/ml-09-q1","/assets/data/product-designs.v1.json#products/ml-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-09-q2","sector":"land","lens":"ml","originalWording":"How does financial context differ before an ownership transition?","wording":"How does financial context differ before an ownership transition?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-09-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-09"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-09-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does financial context differ before an ownership transition?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Agree the transition label, observation period and forecast horizon; ownership propensity is not a mortgage eligibility decision.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-09-q2&kind=question&dataset=How+does+financial+context+differ+before+an+ownership+transition%3F&question=How+does+financial+context+differ+before+an+ownership+transition%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-09-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Agree the transition label, observation period and forecast horizon; ownership propensity is not a mortgage eligibility decision.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-09-q2&kind=question&dataset=How+does+financial+context+differ+before+an+ownership+transition%3F&question=How+does+financial+context+differ+before+an+ownership+transition%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-09-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-09-q2","/assets/data/question-designs.v1.json#questions/ml-09-q2","/assets/data/product-designs.v1.json#products/ml-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-09-q3","sector":"land","lens":"ml","originalWording":"Do household changes help predict when a transition occurs?","wording":"Do household changes help predict when a transition occurs?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-09-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-09"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-09-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do household changes help predict when a transition occurs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Agree the transition label, observation period and forecast horizon; ownership propensity is not a mortgage eligibility decision.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-09-q3&kind=question&dataset=Do+household+changes+help+predict+when+a+transition+occurs%3F&question=Do+household+changes+help+predict+when+a+transition+occurs%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-09-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Agree the transition label, observation period and forecast horizon; ownership propensity is not a mortgage eligibility decision.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-09-q3&kind=question&dataset=Do+household+changes+help+predict+when+a+transition+occurs%3F&question=Do+household+changes+help+predict+when+a+transition+occurs%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-09-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-09-q3","/assets/data/question-designs.v1.json#questions/ml-09-q3","/assets/data/product-designs.v1.json#products/ml-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-09-q4","sector":"land","lens":"ml","originalWording":"Can a model generalise across different starting housing circumstances?","wording":"Can a model generalise across different starting housing circumstances?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-09-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-09"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-09-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model generalise across different starting housing circumstances?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Agree the transition label, observation period and forecast horizon; ownership propensity is not a mortgage eligibility decision.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-09-q4&kind=question&dataset=Can+a+model+generalise+across+different+starting+housing+circumstances%3F&question=Can+a+model+generalise+across+different+starting+housing+circumstances%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-09-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Agree the transition label, observation period and forecast horizon; ownership propensity is not a mortgage eligibility decision.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-09-q4&kind=question&dataset=Can+a+model+generalise+across+different+starting+housing+circumstances%3F&question=Can+a+model+generalise+across+different+starting+housing+circumstances%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fml-09-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-09-q4","/assets/data/question-designs.v1.json#questions/ml-09-q4","/assets/data/product-designs.v1.json#products/ml-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-16-q1","sector":"land","lens":"ml","originalWording":"Which household changes tend to precede a move?","wording":"Which household changes tend to precede a move?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-16-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-16"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-16-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which household changes tend to precede a move?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm dates and target windows. Recorded transitions support prediction experiments, not proof of why a household moved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-16-q1&kind=question&dataset=Which+household+changes+tend+to+precede+a+move%3F&question=Which+household+changes+tend+to+precede+a+move%3F&domains=Households%2C+Housing%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fml-16-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm dates and target windows. Recorded transitions support prediction experiments, not proof of why a household moved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-16-q1&kind=question&dataset=Which+household+changes+tend+to+precede+a+move%3F&question=Which+household+changes+tend+to+precede+a+move%3F&domains=Households%2C+Housing%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fml-16-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-16-q1","/assets/data/question-designs.v1.json#questions/ml-16-q1","/assets/data/product-designs.v1.json#products/ml-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-16-q2","sector":"land","lens":"ml","originalWording":"How does move likelihood vary with tenure history?","wording":"How does move likelihood vary with tenure history?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-16-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-16"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-16-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does move likelihood vary with tenure history?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm dates and target windows. Recorded transitions support prediction experiments, not proof of why a household moved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-16-q2&kind=question&dataset=How+does+move+likelihood+vary+with+tenure+history%3F&question=How+does+move+likelihood+vary+with+tenure+history%3F&domains=Households%2C+Housing%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fml-16-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm dates and target windows. Recorded transitions support prediction experiments, not proof of why a household moved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-16-q2&kind=question&dataset=How+does+move+likelihood+vary+with+tenure+history%3F&question=How+does+move+likelihood+vary+with+tenure+history%3F&domains=Households%2C+Housing%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fml-16-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-16-q2","/assets/data/question-designs.v1.json#questions/ml-16-q2","/assets/data/product-designs.v1.json#products/ml-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-16-q3","sector":"land","lens":"ml","originalWording":"What does employment change add to a mobility forecast?","wording":"What does employment change add to a mobility forecast?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-16-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-16"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-16-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What does employment change add to a mobility forecast?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm dates and target windows. Recorded transitions support prediction experiments, not proof of why a household moved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-16-q3&kind=question&dataset=What+does+employment+change+add+to+a+mobility+forecast%3F&question=What+does+employment+change+add+to+a+mobility+forecast%3F&domains=Households%2C+Housing%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fml-16-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm dates and target windows. Recorded transitions support prediction experiments, not proof of why a household moved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-16-q3&kind=question&dataset=What+does+employment+change+add+to+a+mobility+forecast%3F&question=What+does+employment+change+add+to+a+mobility+forecast%3F&domains=Households%2C+Housing%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fml-16-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-16-q3","/assets/data/question-designs.v1.json#questions/ml-16-q3","/assets/data/product-designs.v1.json#products/ml-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-16-q4","sector":"land","lens":"ml","originalWording":"Can a model identify future moves without using information recorded after them?","wording":"Prediction-time information check for residential-move models.","wordingChanged":true,"studyType":"methodology","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"The question tests a required temporal-feature constraint; retain it within the modelling protocol.","canonicalQuestionId":"ml-16-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-16"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-16-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Prediction-time information check for residential-move models.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm dates and target windows. Recorded transitions support prediction experiments, not proof of why a household moved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-16-q4&kind=question&dataset=Prediction-time+information+check+for+residential-move+models.&question=Prediction-time+information+check+for+residential-move+models.&domains=Households%2C+Housing%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fml-16-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"The question tests a required temporal-feature constraint; retain it within the modelling protocol."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm dates and target windows. Recorded transitions support prediction experiments, not proof of why a household moved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-16-q4&kind=question&dataset=Prediction-time+information+check+for+residential-move+models.&question=Prediction-time+information+check+for+residential-move+models.&domains=Households%2C+Housing%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fml-16-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-16-q4","/assets/data/question-designs.v1.json#questions/ml-16-q4","/assets/data/product-designs.v1.json#products/ml-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-19-q1","sector":"land","lens":"ml","originalWording":"Which parcel histories tend to precede development?","wording":"Which parcel histories tend to precede development?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-19-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-19"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-19-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which parcel histories tend to precede development?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the event label, dates and parcel resolution. This is not a land valuation, legal-title check or planning-permission assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-19-q1&kind=question&dataset=Which+parcel+histories+tend+to+precede+development%3F&question=Which+parcel+histories+tend+to+precede+development%3F&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fml-19-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the event label, dates and parcel resolution. This is not a land valuation, legal-title check or planning-permission assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-19-q1&kind=question&dataset=Which+parcel+histories+tend+to+precede+development%3F&question=Which+parcel+histories+tend+to+precede+development%3F&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fml-19-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-19-q1","/assets/data/question-designs.v1.json#questions/ml-19-q1","/assets/data/product-designs.v1.json#products/ml-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-19-q2","sector":"land","lens":"ml","originalWording":"How do ownership and use transitions relate to later project activity?","wording":"How do ownership and use transitions relate to later project activity?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-19-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-19"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-19-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do ownership and use transitions relate to later project activity?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the event label, dates and parcel resolution. This is not a land valuation, legal-title check or planning-permission assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-19-q2&kind=question&dataset=How+do+ownership+and+use+transitions+relate+to+later+project+activity%3F&question=How+do+ownership+and+use+transitions+relate+to+later+project+activity%3F&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fml-19-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the event label, dates and parcel resolution. This is not a land valuation, legal-title check or planning-permission assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-19-q2&kind=question&dataset=How+do+ownership+and+use+transitions+relate+to+later+project+activity%3F&question=How+do+ownership+and+use+transitions+relate+to+later+project+activity%3F&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fml-19-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-19-q2","/assets/data/question-designs.v1.json#questions/ml-19-q2","/assets/data/product-designs.v1.json#products/ml-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-19-q3","sector":"land","lens":"ml","originalWording":"Which project signals help identify the next development transition?","wording":"Which project signals help identify the next development transition?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-19-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-19"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-19-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which project signals help identify the next development transition?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the event label, dates and parcel resolution. This is not a land valuation, legal-title check or planning-permission assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-19-q3&kind=question&dataset=Which+project+signals+help+identify+the+next+development+transition%3F&question=Which+project+signals+help+identify+the+next+development+transition%3F&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fml-19-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the event label, dates and parcel resolution. This is not a land valuation, legal-title check or planning-permission assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-19-q3&kind=question&dataset=Which+project+signals+help+identify+the+next+development+transition%3F&question=Which+project+signals+help+identify+the+next+development+transition%3F&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fml-19-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-19-q3","/assets/data/question-designs.v1.json#questions/ml-19-q3","/assets/data/product-designs.v1.json#products/ml-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-19-q4","sector":"land","lens":"ml","originalWording":"Can a model predict development without using later project information?","wording":"Prediction-time information check for land-development models.","wordingChanged":true,"studyType":"methodology","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"Future-project leakage prevention is an evaluation requirement; it does not identify a distinct land-development outcome.","canonicalQuestionId":"ml-19-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-19"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-19-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Prediction-time information check for land-development models.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the event label, dates and parcel resolution. This is not a land valuation, legal-title check or planning-permission assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-19-q4&kind=question&dataset=Prediction-time+information+check+for+land-development+models.&question=Prediction-time+information+check+for+land-development+models.&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fml-19-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"Future-project leakage prevention is an evaluation requirement; it does not identify a distinct land-development outcome."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm the event label, dates and parcel resolution. This is not a land valuation, legal-title check or planning-permission assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-19-q4&kind=question&dataset=Prediction-time+information+check+for+land-development+models.&question=Prediction-time+information+check+for+land-development+models.&domains=Land%2C+Construction%2C+Business%2C+Finance&source=%2Fresearch-datasets%2Fml-19-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-19-q4","/assets/data/question-designs.v1.json#questions/ml-19-q4","/assets/data/product-designs.v1.json#products/ml-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-14-q1","sector":"land","lens":"ai","originalWording":"Can an assistant connect housing circumstances with travel access?","wording":"Can an assistant connect housing circumstances with travel access?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-14-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-14-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant connect housing circumstances with travel access?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm scenario questions, reference answers and evaluation labels. The data does not certify a planning recommendation or guarantee network-level analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-14-q1&kind=question&dataset=Can+an+assistant+connect+housing+circumstances+with+travel+access%3F&question=Can+an+assistant+connect+housing+circumstances+with+travel+access%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fai-14-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm scenario questions, reference answers and evaluation labels. The data does not certify a planning recommendation or guarantee network-level analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-14-q1&kind=question&dataset=Can+an+assistant+connect+housing+circumstances+with+travel+access%3F&question=Can+an+assistant+connect+housing+circumstances+with+travel+access%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fai-14-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-14-q1","/assets/data/question-designs.v1.json#questions/ai-14-q1","/assets/data/product-designs.v1.json#products/ai-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-14-q2","sector":"land","lens":"ai","originalWording":"Can it trace a parcel’s history before discussing development?","wording":"Can an AI assistant trace a parcel’s history before discussing development?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-14-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-14-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant trace a parcel’s history before discussing development?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm scenario questions, reference answers and evaluation labels. The data does not certify a planning recommendation or guarantee network-level analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-14-q2&kind=question&dataset=Can+an+AI+assistant+trace+a+parcel%E2%80%99s+history+before+discussing+development%3F&question=Can+an+AI+assistant+trace+a+parcel%E2%80%99s+history+before+discussing+development%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fai-14-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm scenario questions, reference answers and evaluation labels. The data does not certify a planning recommendation or guarantee network-level analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-14-q2&kind=question&dataset=Can+an+AI+assistant+trace+a+parcel%E2%80%99s+history+before+discussing+development%3F&question=Can+an+AI+assistant+trace+a+parcel%E2%80%99s+history+before+discussing+development%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fai-14-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-14-q2","/assets/data/question-designs.v1.json#questions/ai-14-q2","/assets/data/product-designs.v1.json#products/ai-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-14-q3","sector":"land","lens":"ai","originalWording":"Can it compare scenarios using only the supplied urban records?","wording":"Can an AI assistant compare scenarios using only the supplied urban records?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-14-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-14-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant compare scenarios using only the supplied urban records?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm scenario questions, reference answers and evaluation labels. The data does not certify a planning recommendation or guarantee network-level analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-14-q3&kind=question&dataset=Can+an+AI+assistant+compare+scenarios+using+only+the+supplied+urban+records%3F&question=Can+an+AI+assistant+compare+scenarios+using+only+the+supplied+urban+records%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fai-14-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm scenario questions, reference answers and evaluation labels. The data does not certify a planning recommendation or guarantee network-level analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-14-q3&kind=question&dataset=Can+an+AI+assistant+compare+scenarios+using+only+the+supplied+urban+records%3F&question=Can+an+AI+assistant+compare+scenarios+using+only+the+supplied+urban+records%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fai-14-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-14-q3","/assets/data/question-designs.v1.json#questions/ai-14-q3","/assets/data/product-designs.v1.json#products/ai-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-14-q4","sector":"land","lens":"ai","originalWording":"Will it identify missing evidence instead of inventing a planning conclusion?","wording":"Will an AI assistant identify missing evidence instead of inventing a planning conclusion?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-14-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-14"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-14-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Will an AI assistant identify missing evidence instead of inventing a planning conclusion?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm scenario questions, reference answers and evaluation labels. The data does not certify a planning recommendation or guarantee network-level analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-14-q4&kind=question&dataset=Will+an+AI+assistant+identify+missing+evidence+instead+of+inventing+a+planning+conclusion%3F&question=Will+an+AI+assistant+identify+missing+evidence+instead+of+inventing+a+planning+conclusion%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fai-14-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm scenario questions, reference answers and evaluation labels. The data does not certify a planning recommendation or guarantee network-level analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-14-q4&kind=question&dataset=Will+an+AI+assistant+identify+missing+evidence+instead+of+inventing+a+planning+conclusion%3F&question=Will+an+AI+assistant+identify+missing+evidence+instead+of+inventing+a+planning+conclusion%3F&domains=Housing%2C+Transport%2C+Land%2C+Construction&source=%2Fresearch-datasets%2Fai-14-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-14-q4","/assets/data/question-designs.v1.json#questions/ai-14-q4","/assets/data/product-designs.v1.json#products/ai-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-13-q1","sector":"land","lens":"research","originalWording":"Which tenure histories most often precede ownership?","wording":"Which tenure histories most often precede ownership?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-13-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-13"],"proposedAssociations":[],"pricingBasis":{"productId":"research-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-13-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which tenure histories most often precede ownership?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare longitudinal associations with explicit observation windows; the records alone do not establish causes of ownership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-13-q1&kind=question&dataset=Which+tenure+histories+most+often+precede+ownership%3F&question=Which+tenure+histories+most+often+precede+ownership%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fresearch-13-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare longitudinal associations with explicit observation windows; the records alone do not establish causes of ownership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-13-q1&kind=question&dataset=Which+tenure+histories+most+often+precede+ownership%3F&question=Which+tenure+histories+most+often+precede+ownership%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fresearch-13-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-13-q1","/assets/data/question-designs.v1.json#questions/research-13-q1","/assets/data/product-designs.v1.json#products/research-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-13-q2","sector":"land","lens":"research","originalWording":"How do financial circumstances differ before and after the transition?","wording":"How do financial circumstances differ before and after the transition?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-13-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-13"],"proposedAssociations":[],"pricingBasis":{"productId":"research-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-13-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do financial circumstances differ before and after the transition?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare longitudinal associations with explicit observation windows; the records alone do not establish causes of ownership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-13-q2&kind=question&dataset=How+do+financial+circumstances+differ+before+and+after+the+transition%3F&question=How+do+financial+circumstances+differ+before+and+after+the+transition%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fresearch-13-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare longitudinal associations with explicit observation windows; the records alone do not establish causes of ownership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-13-q2&kind=question&dataset=How+do+financial+circumstances+differ+before+and+after+the+transition%3F&question=How+do+financial+circumstances+differ+before+and+after+the+transition%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fresearch-13-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-13-q2","/assets/data/question-designs.v1.json#questions/research-13-q2","/assets/data/product-designs.v1.json#products/research-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-13-q3","sector":"land","lens":"research","originalWording":"Which household changes coincide with entering ownership?","wording":"Which household changes coincide with entering ownership?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-13-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-13"],"proposedAssociations":[],"pricingBasis":{"productId":"research-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-13-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which household changes coincide with entering ownership?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare longitudinal associations with explicit observation windows; the records alone do not establish causes of ownership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-13-q3&kind=question&dataset=Which+household+changes+coincide+with+entering+ownership%3F&question=Which+household+changes+coincide+with+entering+ownership%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fresearch-13-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare longitudinal associations with explicit observation windows; the records alone do not establish causes of ownership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-13-q3&kind=question&dataset=Which+household+changes+coincide+with+entering+ownership%3F&question=Which+household+changes+coincide+with+entering+ownership%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fresearch-13-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-13-q3","/assets/data/question-designs.v1.json#questions/research-13-q3","/assets/data/product-designs.v1.json#products/research-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-13-q4","sector":"land","lens":"research","originalWording":"How do pathways differ between households with different employment histories?","wording":"How do pathways differ between households with different employment histories?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-13-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-13"],"proposedAssociations":[],"pricingBasis":{"productId":"research-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-13-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do pathways differ between households with different employment histories?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare longitudinal associations with explicit observation windows; the records alone do not establish causes of ownership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-13-q4&kind=question&dataset=How+do+pathways+differ+between+households+with+different+employment+histories%3F&question=How+do+pathways+differ+between+households+with+different+employment+histories%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fresearch-13-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare longitudinal associations with explicit observation windows; the records alone do not establish causes of ownership.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-13-q4&kind=question&dataset=How+do+pathways+differ+between+households+with+different+employment+histories%3F&question=How+do+pathways+differ+between+households+with+different+employment+histories%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fresearch-13-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-13-q4","/assets/data/question-designs.v1.json#questions/research-13-q4","/assets/data/product-designs.v1.json#products/research-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-14-q1","sector":"land","lens":"research","originalWording":"How do financial trajectories differ across tenure histories?","wording":"How do financial trajectories differ across tenure histories?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-14-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-14"],"proposedAssociations":[],"pricingBasis":{"productId":"research-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-14-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do financial trajectories differ across tenure histories?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The listed fields provide financial context, not necessarily complete assets, liabilities or house valuations. Confirm any wealth measure before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-14-q1&kind=question&dataset=How+do+financial+trajectories+differ+across+tenure+histories%3F&question=How+do+financial+trajectories+differ+across+tenure+histories%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fresearch-14-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The listed fields provide financial context, not necessarily complete assets, liabilities or house valuations. Confirm any wealth measure before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-14-q1&kind=question&dataset=How+do+financial+trajectories+differ+across+tenure+histories%3F&question=How+do+financial+trajectories+differ+across+tenure+histories%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fresearch-14-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-14-q1","/assets/data/question-designs.v1.json#questions/research-14-q1","/assets/data/product-designs.v1.json#products/research-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-14-q2","sector":"land","lens":"research","originalWording":"What changes around a transition in housing tenure?","wording":"What changes around a transition in housing tenure?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-14-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-14"],"proposedAssociations":[],"pricingBasis":{"productId":"research-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-14-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What changes around a transition in housing tenure?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The listed fields provide financial context, not necessarily complete assets, liabilities or house valuations. Confirm any wealth measure before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-14-q2&kind=question&dataset=What+changes+around+a+transition+in+housing+tenure%3F&question=What+changes+around+a+transition+in+housing+tenure%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fresearch-14-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The listed fields provide financial context, not necessarily complete assets, liabilities or house valuations. Confirm any wealth measure before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-14-q2&kind=question&dataset=What+changes+around+a+transition+in+housing+tenure%3F&question=What+changes+around+a+transition+in+housing+tenure%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fresearch-14-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-14-q2","/assets/data/question-designs.v1.json#questions/research-14-q2","/assets/data/product-designs.v1.json#products/research-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-14-q3","sector":"land","lens":"research","originalWording":"How does household composition relate to these financial patterns?","wording":"How does household composition relate to these financial patterns?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-14-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-14"],"proposedAssociations":[],"pricingBasis":{"productId":"research-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-14-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does household composition relate to these financial patterns?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The listed fields provide financial context, not necessarily complete assets, liabilities or house valuations. Confirm any wealth measure before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-14-q3&kind=question&dataset=How+does+household+composition+relate+to+these+financial+patterns%3F&question=How+does+household+composition+relate+to+these+financial+patterns%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fresearch-14-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The listed fields provide financial context, not necessarily complete assets, liabilities or house valuations. Confirm any wealth measure before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-14-q3&kind=question&dataset=How+does+household+composition+relate+to+these+financial+patterns%3F&question=How+does+household+composition+relate+to+these+financial+patterns%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fresearch-14-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-14-q3","/assets/data/question-designs.v1.json#questions/research-14-q3","/assets/data/product-designs.v1.json#products/research-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-14-q4","sector":"land","lens":"research","originalWording":"Do employment changes coincide with both housing and financial transitions?","wording":"Do employment changes coincide with both housing and financial transitions?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-14-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-14"],"proposedAssociations":[],"pricingBasis":{"productId":"research-14","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-14-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do employment changes coincide with both housing and financial transitions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The listed fields provide financial context, not necessarily complete assets, liabilities or house valuations. Confirm any wealth measure before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-14-q4&kind=question&dataset=Do+employment+changes+coincide+with+both+housing+and+financial+transitions%3F&question=Do+employment+changes+coincide+with+both+housing+and+financial+transitions%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fresearch-14-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","The listed fields provide financial context, not necessarily complete assets, liabilities or house valuations. Confirm any wealth measure before analysis.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-14-q4&kind=question&dataset=Do+employment+changes+coincide+with+both+housing+and+financial+transitions%3F&question=Do+employment+changes+coincide+with+both+housing+and+financial+transitions%3F&domains=Housing%2C+Households%2C+Finance%2C+Employment&source=%2Fresearch-datasets%2Fresearch-14-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-14-q4","/assets/data/question-designs.v1.json#questions/research-14-q4","/assets/data/product-designs.v1.json#products/research-14"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-15-q1","sector":"land","lens":"research","originalWording":"Which household changes occur before a move?","wording":"Which household changes occur before a move?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-15-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-15"],"proposedAssociations":[],"pricingBasis":{"productId":"research-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-15-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which household changes occur before a move?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires adequate dated history and observation windows. Event sequences do not by themselves establish motives or causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-15-q1&kind=question&dataset=Which+household+changes+occur+before+a+move%3F&question=Which+household+changes+occur+before+a+move%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-15-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires adequate dated history and observation windows. Event sequences do not by themselves establish motives or causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-15-q1&kind=question&dataset=Which+household+changes+occur+before+a+move%3F&question=Which+household+changes+occur+before+a+move%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-15-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-15-q1","/assets/data/question-designs.v1.json#questions/research-15-q1","/assets/data/product-designs.v1.json#products/research-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-15-q2","sector":"land","lens":"research","originalWording":"How often do work transitions and residential moves coincide?","wording":"How often do work transitions and residential moves coincide?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-15-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-15"],"proposedAssociations":[],"pricingBasis":{"productId":"research-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-15-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How often do work transitions and residential moves coincide?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires adequate dated history and observation windows. Event sequences do not by themselves establish motives or causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-15-q2&kind=question&dataset=How+often+do+work+transitions+and+residential+moves+coincide%3F&question=How+often+do+work+transitions+and+residential+moves+coincide%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-15-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires adequate dated history and observation windows. Event sequences do not by themselves establish motives or causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-15-q2&kind=question&dataset=How+often+do+work+transitions+and+residential+moves+coincide%3F&question=How+often+do+work+transitions+and+residential+moves+coincide%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-15-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-15-q2","/assets/data/question-designs.v1.json#questions/research-15-q2","/assets/data/product-designs.v1.json#products/research-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-15-q3","sector":"land","lens":"research","originalWording":"How do mobility patterns differ across tenure histories?","wording":"How do mobility patterns differ across tenure histories?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-15-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-15"],"proposedAssociations":[],"pricingBasis":{"productId":"research-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-15-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do mobility patterns differ across tenure histories?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires adequate dated history and observation windows. Event sequences do not by themselves establish motives or causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-15-q3&kind=question&dataset=How+do+mobility+patterns+differ+across+tenure+histories%3F&question=How+do+mobility+patterns+differ+across+tenure+histories%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-15-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires adequate dated history and observation windows. Event sequences do not by themselves establish motives or causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-15-q3&kind=question&dataset=How+do+mobility+patterns+differ+across+tenure+histories%3F&question=How+do+mobility+patterns+differ+across+tenure+histories%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-15-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-15-q3","/assets/data/question-designs.v1.json#questions/research-15-q3","/assets/data/product-designs.v1.json#products/research-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-15-q4","sector":"land","lens":"research","originalWording":"What differs between repeated movers and households that remain in place?","wording":"What differs between repeated movers and households that remain in place?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-15-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-15"],"proposedAssociations":[],"pricingBasis":{"productId":"research-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-15-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What differs between repeated movers and households that remain in place?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires adequate dated history and observation windows. Event sequences do not by themselves establish motives or causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-15-q4&kind=question&dataset=What+differs+between+repeated+movers+and+households+that+remain+in+place%3F&question=What+differs+between+repeated+movers+and+households+that+remain+in+place%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-15-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires adequate dated history and observation windows. Event sequences do not by themselves establish motives or causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-15-q4&kind=question&dataset=What+differs+between+repeated+movers+and+households+that+remain+in+place%3F&question=What+differs+between+repeated+movers+and+households+that+remain+in+place%3F&domains=Housing%2C+Households%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-15-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-15-q4","/assets/data/question-designs.v1.json#questions/research-15-q4","/assets/data/product-designs.v1.json#products/research-15"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-18-q1","sector":"land","lens":"research","originalWording":"How do firms’ growth paths differ across land-access histories?","wording":"How do firms’ growth paths differ across land-access histories?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-18-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-18"],"proposedAssociations":[],"pricingBasis":{"productId":"research-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-18-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do firms’ growth paths differ across land-access histories?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm firm-parcel joins and timing. Associations do not establish the causal effect or financial return of acquiring land.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-18-q1&kind=question&dataset=How+do+firms%E2%80%99+growth+paths+differ+across+land-access+histories%3F&question=How+do+firms%E2%80%99+growth+paths+differ+across+land-access+histories%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fresearch-18-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm firm-parcel joins and timing. Associations do not establish the causal effect or financial return of acquiring land.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-18-q1&kind=question&dataset=How+do+firms%E2%80%99+growth+paths+differ+across+land-access+histories%3F&question=How+do+firms%E2%80%99+growth+paths+differ+across+land-access+histories%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fresearch-18-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-18-q1","/assets/data/question-designs.v1.json#questions/research-18-q1","/assets/data/product-designs.v1.json#products/research-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-18-q2","sector":"land","lens":"research","originalWording":"What business changes follow ownership or use transitions?","wording":"What business changes follow ownership or use transitions?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-18-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-18"],"proposedAssociations":[],"pricingBasis":{"productId":"research-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-18-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What business changes follow ownership or use transitions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm firm-parcel joins and timing. Associations do not establish the causal effect or financial return of acquiring land.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-18-q2&kind=question&dataset=What+business+changes+follow+ownership+or+use+transitions%3F&question=What+business+changes+follow+ownership+or+use+transitions%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fresearch-18-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm firm-parcel joins and timing. Associations do not establish the causal effect or financial return of acquiring land.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-18-q2&kind=question&dataset=What+business+changes+follow+ownership+or+use+transitions%3F&question=What+business+changes+follow+ownership+or+use+transitions%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fresearch-18-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-18-q2","/assets/data/question-designs.v1.json#questions/research-18-q2","/assets/data/product-designs.v1.json#products/research-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-18-q3","sector":"land","lens":"research","originalWording":"How does development activity coincide with workforce expansion?","wording":"How does development activity coincide with workforce expansion?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-18-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-18"],"proposedAssociations":[],"pricingBasis":{"productId":"research-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-18-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does development activity coincide with workforce expansion?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm firm-parcel joins and timing. Associations do not establish the causal effect or financial return of acquiring land.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-18-q3&kind=question&dataset=How+does+development+activity+coincide+with+workforce+expansion%3F&question=How+does+development+activity+coincide+with+workforce+expansion%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fresearch-18-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm firm-parcel joins and timing. Associations do not establish the causal effect or financial return of acquiring land.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-18-q3&kind=question&dataset=How+does+development+activity+coincide+with+workforce+expansion%3F&question=How+does+development+activity+coincide+with+workforce+expansion%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fresearch-18-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-18-q3","/assets/data/question-designs.v1.json#questions/research-18-q3","/assets/data/product-designs.v1.json#products/research-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-18-q4","sector":"land","lens":"research","originalWording":"Do financial trajectories help explain differences between these groups?","wording":"Do financial trajectories help explain differences between these groups?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-18-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-18"],"proposedAssociations":[],"pricingBasis":{"productId":"research-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-18-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do financial trajectories help explain differences between these groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm firm-parcel joins and timing. Associations do not establish the causal effect or financial return of acquiring land.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-18-q4&kind=question&dataset=Do+financial+trajectories+help+explain+differences+between+these+groups%3F&question=Do+financial+trajectories+help+explain+differences+between+these+groups%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fresearch-18-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm firm-parcel joins and timing. Associations do not establish the causal effect or financial return of acquiring land.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-18-q4&kind=question&dataset=Do+financial+trajectories+help+explain+differences+between+these+groups%3F&question=Do+financial+trajectories+help+explain+differences+between+these+groups%3F&domains=Land%2C+Business%2C+Finance%2C+Construction&source=%2Fresearch-datasets%2Fresearch-18-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-18-q4","/assets/data/question-designs.v1.json#questions/research-18-q4","/assets/data/product-designs.v1.json#products/research-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-09-q1","sector":"land","lens":"research","originalWording":"How do housing costs compare with household income context?","wording":"How do housing costs compare with household income context?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-09-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-09"],"proposedAssociations":[],"pricingBasis":{"productId":"general-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-09-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do housing costs compare with household income context?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and the affordability definition. The extract is not a live housing-market assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-09-q1&kind=question&dataset=How+do+housing+costs+compare+with+household+income+context%3F&question=How+do+housing+costs+compare+with+household+income+context%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-09-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and the affordability definition. The extract is not a live housing-market assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-09-q1&kind=question&dataset=How+do+housing+costs+compare+with+household+income+context%3F&question=How+do+housing+costs+compare+with+household+income+context%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-09-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-09-q1","/assets/data/question-designs.v1.json#questions/general-09-q1","/assets/data/product-designs.v1.json#products/general-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-09-q2","sector":"land","lens":"research","originalWording":"Which tenure groups face different affordability patterns?","wording":"Which tenure groups face different affordability patterns?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-09-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-09"],"proposedAssociations":[],"pricingBasis":{"productId":"general-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-09-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which tenure groups face different affordability patterns?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and the affordability definition. The extract is not a live housing-market assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-09-q2&kind=question&dataset=Which+tenure+groups+face+different+affordability+patterns%3F&question=Which+tenure+groups+face+different+affordability+patterns%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-09-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and the affordability definition. The extract is not a live housing-market assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-09-q2&kind=question&dataset=Which+tenure+groups+face+different+affordability+patterns%3F&question=Which+tenure+groups+face+different+affordability+patterns%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-09-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-09-q2","/assets/data/question-designs.v1.json#questions/general-09-q2","/assets/data/product-designs.v1.json#products/general-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-09-q3","sector":"land","lens":"research","originalWording":"How does household composition relate to housing-cost pressure?","wording":"How does household composition relate to housing-cost pressure?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-09-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-09"],"proposedAssociations":[],"pricingBasis":{"productId":"general-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-09-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does household composition relate to housing-cost pressure?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and the affordability definition. The extract is not a live housing-market assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-09-q3&kind=question&dataset=How+does+household+composition+relate+to+housing-cost+pressure%3F&question=How+does+household+composition+relate+to+housing-cost+pressure%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-09-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and the affordability definition. The extract is not a live housing-market assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-09-q3&kind=question&dataset=How+does+household+composition+relate+to+housing-cost+pressure%3F&question=How+does+household+composition+relate+to+housing-cost+pressure%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-09-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-09-q3","/assets/data/question-designs.v1.json#questions/general-09-q3","/assets/data/product-designs.v1.json#products/general-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-09-q4","sector":"land","lens":"research","originalWording":"What changes in affordability coincide with changing financial circumstances?","wording":"What changes in affordability coincide with changing financial circumstances?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-09-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-09"],"proposedAssociations":[],"pricingBasis":{"productId":"general-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-09-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What changes in affordability coincide with changing financial circumstances?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and the affordability definition. The extract is not a live housing-market assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-09-q4&kind=question&dataset=What+changes+in+affordability+coincide+with+changing+financial+circumstances%3F&question=What+changes+in+affordability+coincide+with+changing+financial+circumstances%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-09-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Agree cost coverage and the affordability definition. The extract is not a live housing-market assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-09-q4&kind=question&dataset=What+changes+in+affordability+coincide+with+changing+financial+circumstances%3F&question=What+changes+in+affordability+coincide+with+changing+financial+circumstances%3F&domains=Housing%2C+Finance%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-09-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-09-q4","/assets/data/question-designs.v1.json#questions/general-09-q4","/assets/data/product-designs.v1.json#products/general-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-16-q1","sector":"land","lens":"research","originalWording":"Which ownership or use changes occur before development starts?","wording":"Which ownership or use changes occur before development starts?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-16-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-16"],"proposedAssociations":[],"pricingBasis":{"productId":"general-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-16-q1"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which ownership or use changes occur before development starts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm event dates, parcel-project joins and release coverage. Legal title, planning permission and investment returns require separate assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-16-q1&kind=question&dataset=Which+ownership+or+use+changes+occur+before+development+starts%3F&question=Which+ownership+or+use+changes+occur+before+development+starts%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fgeneral-16-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm event dates, parcel-project joins and release coverage. Legal title, planning permission and investment returns require separate assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-16-q1&kind=question&dataset=Which+ownership+or+use+changes+occur+before+development+starts%3F&question=Which+ownership+or+use+changes+occur+before+development+starts%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fgeneral-16-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-16-q1","/assets/data/question-designs.v1.json#questions/general-16-q1","/assets/data/product-designs.v1.json#products/general-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-16-q2","sector":"land","lens":"research","originalWording":"How do project lifecycles connect with parcel histories?","wording":"How do project lifecycles connect with parcel histories?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-16-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-16"],"proposedAssociations":[],"pricingBasis":{"productId":"general-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-16-q2"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do project lifecycles connect with parcel histories?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm event dates, parcel-project joins and release coverage. Legal title, planning permission and investment returns require separate assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-16-q2&kind=question&dataset=How+do+project+lifecycles+connect+with+parcel+histories%3F&question=How+do+project+lifecycles+connect+with+parcel+histories%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fgeneral-16-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm event dates, parcel-project joins and release coverage. Legal title, planning permission and investment returns require separate assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-16-q2&kind=question&dataset=How+do+project+lifecycles+connect+with+parcel+histories%3F&question=How+do+project+lifecycles+connect+with+parcel+histories%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fgeneral-16-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-16-q2","/assets/data/question-designs.v1.json#questions/general-16-q2","/assets/data/product-designs.v1.json#products/general-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-16-q3","sector":"land","lens":"research","originalWording":"What paths distinguish parcels at different development stages?","wording":"What paths distinguish parcels at different development stages?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-16-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-16"],"proposedAssociations":[],"pricingBasis":{"productId":"general-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-16-q3"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What paths distinguish parcels at different development stages?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm event dates, parcel-project joins and release coverage. Legal title, planning permission and investment returns require separate assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-16-q3&kind=question&dataset=What+paths+distinguish+parcels+at+different+development+stages%3F&question=What+paths+distinguish+parcels+at+different+development+stages%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fgeneral-16-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm event dates, parcel-project joins and release coverage. Legal title, planning permission and investment returns require separate assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-16-q3&kind=question&dataset=What+paths+distinguish+parcels+at+different+development+stages%3F&question=What+paths+distinguish+parcels+at+different+development+stages%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fgeneral-16-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-16-q3","/assets/data/question-designs.v1.json#questions/general-16-q3","/assets/data/product-designs.v1.json#products/general-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-16-q4","sector":"land","lens":"research","originalWording":"How does connected business activity change along those paths?","wording":"How does connected business activity change along those paths?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-16-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-16"],"proposedAssociations":[],"pricingBasis":{"productId":"general-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-16-q4"},"unit":{"definition":"Parcel/project episode or occupant/household-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does connected business activity change along those paths?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Parcel/project identity and dated status","status":"required_unverified_for_question"},{"concept":"Recorded tenure or occupancy links","status":"required_unverified_for_question"},{"concept":"Dated development approvals/events and source provenance","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","ParcelId or ProjectId","HouseholdId or BusinessId when linked","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm event dates, parcel-project joins and release coverage. Legal title, planning permission and investment returns require separate assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, tenure episodes, parcels or projects explicitly defined by the question; eligibility and linkage to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-16-q4&kind=question&dataset=How+does+connected+business+activity+change+along+those+paths%3F&question=How+does+connected+business+activity+change+along+those+paths%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fgeneral-16-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm event dates, parcel-project joins and release coverage. Legal title, planning permission and investment returns require separate assessment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-16-q4&kind=question&dataset=How+does+connected+business+activity+change+along+those+paths%3F&question=How+does+connected+business+activity+change+along+those+paths%3F&domains=Land%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fgeneral-16-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-16-q4","/assets/data/question-designs.v1.json#questions/general-16-q4","/assets/data/product-designs.v1.json#products/general-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-17-q1","sector":"transport","lens":"ml","originalWording":"How do demand patterns change when someone changes jobs?","wording":"How do demand patterns change when someone changes jobs?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-17-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-17-q1"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do demand patterns change when someone changes jobs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target units, dates and geography. Routes, timetables, fares and network capacity are not implied by commute-context fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-17-q1&kind=question&dataset=How+do+demand+patterns+change+when+someone+changes+jobs%3F&question=How+do+demand+patterns+change+when+someone+changes+jobs%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fml-17-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target units, dates and geography. Routes, timetables, fares and network capacity are not implied by commute-context fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-17-q1&kind=question&dataset=How+do+demand+patterns+change+when+someone+changes+jobs%3F&question=How+do+demand+patterns+change+when+someone+changes+jobs%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fml-17-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-17-q1","/assets/data/question-designs.v1.json#questions/ml-17-q1","/assets/data/product-designs.v1.json#products/ml-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-17-q2","sector":"transport","lens":"ml","originalWording":"Which home-work relationships are associated with different trip patterns?","wording":"Which home-work relationships are associated with different trip patterns?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-17-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-17-q2"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which home-work relationships are associated with different trip patterns?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target units, dates and geography. Routes, timetables, fares and network capacity are not implied by commute-context fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-17-q2&kind=question&dataset=Which+home-work+relationships+are+associated+with+different+trip+patterns%3F&question=Which+home-work+relationships+are+associated+with+different+trip+patterns%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fml-17-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target units, dates and geography. Routes, timetables, fares and network capacity are not implied by commute-context fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-17-q2&kind=question&dataset=Which+home-work+relationships+are+associated+with+different+trip+patterns%3F&question=Which+home-work+relationships+are+associated+with+different+trip+patterns%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fml-17-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-17-q2","/assets/data/question-designs.v1.json#questions/ml-17-q2","/assets/data/product-designs.v1.json#products/ml-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-17-q3","sector":"transport","lens":"ml","originalWording":"How does household context improve a demand forecast?","wording":"How does household context improve a demand forecast?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-17-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-17-q3"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does household context improve a demand forecast?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target units, dates and geography. Routes, timetables, fares and network capacity are not implied by commute-context fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-17-q3&kind=question&dataset=How+does+household+context+improve+a+demand+forecast%3F&question=How+does+household+context+improve+a+demand+forecast%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fml-17-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target units, dates and geography. Routes, timetables, fares and network capacity are not implied by commute-context fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-17-q3&kind=question&dataset=How+does+household+context+improve+a+demand+forecast%3F&question=How+does+household+context+improve+a+demand+forecast%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fml-17-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-17-q3","/assets/data/question-designs.v1.json#questions/ml-17-q3","/assets/data/product-designs.v1.json#products/ml-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-17-q4","sector":"transport","lens":"ml","originalWording":"Can a model generalise to later work and residential circumstances?","wording":"Can a model generalise to later work and residential circumstances?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-17-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-17-q4"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model generalise to later work and residential circumstances?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target units, dates and geography. Routes, timetables, fares and network capacity are not implied by commute-context fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-17-q4&kind=question&dataset=Can+a+model+generalise+to+later+work+and+residential+circumstances%3F&question=Can+a+model+generalise+to+later+work+and+residential+circumstances%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fml-17-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm target units, dates and geography. Routes, timetables, fares and network capacity are not implied by commute-context fields.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-17-q4&kind=question&dataset=Can+a+model+generalise+to+later+work+and+residential+circumstances%3F&question=Can+a+model+generalise+to+later+work+and+residential+circumstances%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fml-17-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-17-q4","/assets/data/question-designs.v1.json#questions/ml-17-q4","/assets/data/product-designs.v1.json#products/ml-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-16-q1","sector":"transport","lens":"research","originalWording":"How does transport access vary across employment circumstances?","wording":"How does transport access vary across employment circumstances?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-16-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-16"],"proposedAssociations":[],"pricingBasis":{"productId":"research-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-16-q1"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does transport access vary across employment circumstances?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association research is supported by the stated scope. Causal policy effects and jobs-reachable calculations require additional design and network inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-16-q1&kind=question&dataset=How+does+transport+access+vary+across+employment+circumstances%3F&question=How+does+transport+access+vary+across+employment+circumstances%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-16-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association research is supported by the stated scope. Causal policy effects and jobs-reachable calculations require additional design and network inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-16-q1&kind=question&dataset=How+does+transport+access+vary+across+employment+circumstances%3F&question=How+does+transport+access+vary+across+employment+circumstances%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-16-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-16-q1","/assets/data/question-designs.v1.json#questions/research-16-q1","/assets/data/product-designs.v1.json#products/research-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-16-q2","sector":"transport","lens":"research","originalWording":"What access patterns occur around entering or changing a job?","wording":"What access patterns occur around entering or changing a job?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-16-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-16"],"proposedAssociations":[],"pricingBasis":{"productId":"research-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-16-q2"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What access patterns occur around entering or changing a job?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association research is supported by the stated scope. Causal policy effects and jobs-reachable calculations require additional design and network inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-16-q2&kind=question&dataset=What+access+patterns+occur+around+entering+or+changing+a+job%3F&question=What+access+patterns+occur+around+entering+or+changing+a+job%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-16-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association research is supported by the stated scope. Causal policy effects and jobs-reachable calculations require additional design and network inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-16-q2&kind=question&dataset=What+access+patterns+occur+around+entering+or+changing+a+job%3F&question=What+access+patterns+occur+around+entering+or+changing+a+job%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-16-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-16-q2","/assets/data/question-designs.v1.json#questions/research-16-q2","/assets/data/product-designs.v1.json#products/research-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-16-q3","sector":"transport","lens":"research","originalWording":"How do commute and employment histories differ between household groups?","wording":"How do commute and employment histories differ between household groups?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-16-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-16"],"proposedAssociations":[],"pricingBasis":{"productId":"research-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-16-q3"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do commute and employment histories differ between household groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association research is supported by the stated scope. Causal policy effects and jobs-reachable calculations require additional design and network inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-16-q3&kind=question&dataset=How+do+commute+and+employment+histories+differ+between+household+groups%3F&question=How+do+commute+and+employment+histories+differ+between+household+groups%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-16-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association research is supported by the stated scope. Causal policy effects and jobs-reachable calculations require additional design and network inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-16-q3&kind=question&dataset=How+do+commute+and+employment+histories+differ+between+household+groups%3F&question=How+do+commute+and+employment+histories+differ+between+household+groups%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-16-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-16-q3","/assets/data/question-designs.v1.json#questions/research-16-q3","/assets/data/product-designs.v1.json#products/research-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-16-q4","sector":"transport","lens":"research","originalWording":"Do changes in home-work relationships coincide with employment transitions?","wording":"Do changes in home-work relationships coincide with employment transitions?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-16-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-16"],"proposedAssociations":[],"pricingBasis":{"productId":"research-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-16-q4"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do changes in home-work relationships coincide with employment transitions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association research is supported by the stated scope. Causal policy effects and jobs-reachable calculations require additional design and network inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-16-q4&kind=question&dataset=Do+changes+in+home-work+relationships+coincide+with+employment+transitions%3F&question=Do+changes+in+home-work+relationships+coincide+with+employment+transitions%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-16-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Association research is supported by the stated scope. Causal policy effects and jobs-reachable calculations require additional design and network inputs.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-16-q4&kind=question&dataset=Do+changes+in+home-work+relationships+coincide+with+employment+transitions%3F&question=Do+changes+in+home-work+relationships+coincide+with+employment+transitions%3F&domains=Transport%2C+Employment%2C+Households%2C+Demographics&source=%2Fresearch-datasets%2Fresearch-16-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-16-q4","/assets/data/question-designs.v1.json#questions/research-16-q4","/assets/data/product-designs.v1.json#products/research-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-12-q1","sector":"transport","lens":"research","originalWording":"How do commuting patterns differ across work situations?","wording":"How do commuting patterns differ across work situations?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-12-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-12"],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-12-q1"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do commuting patterns differ across work situations?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm whether mode, distance and travel time are included. This product does not imply full transit schedules or routing data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-12-q1&kind=question&dataset=How+do+commuting+patterns+differ+across+work+situations%3F&question=How+do+commuting+patterns+differ+across+work+situations%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-12-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm whether mode, distance and travel time are included. This product does not imply full transit schedules or routing data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-12-q1&kind=question&dataset=How+do+commuting+patterns+differ+across+work+situations%3F&question=How+do+commuting+patterns+differ+across+work+situations%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-12-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-12-q1","/assets/data/question-designs.v1.json#questions/general-12-q1","/assets/data/product-designs.v1.json#products/general-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-12-q2","sector":"transport","lens":"research","originalWording":"What changes when someone moves between employers?","wording":"What changes when someone moves between employers?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-12-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-12"],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-12-q2"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What changes when someone moves between employers?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm whether mode, distance and travel time are included. This product does not imply full transit schedules or routing data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-12-q2&kind=question&dataset=What+changes+when+someone+moves+between+employers%3F&question=What+changes+when+someone+moves+between+employers%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-12-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm whether mode, distance and travel time are included. This product does not imply full transit schedules or routing data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-12-q2&kind=question&dataset=What+changes+when+someone+moves+between+employers%3F&question=What+changes+when+someone+moves+between+employers%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-12-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-12-q2","/assets/data/question-designs.v1.json#questions/general-12-q2","/assets/data/product-designs.v1.json#products/general-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-12-q3","sector":"transport","lens":"research","originalWording":"How do household circumstances relate to transport access?","wording":"How do household circumstances relate to transport access?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-12-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-12"],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-12-q3"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do household circumstances relate to transport access?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm whether mode, distance and travel time are included. This product does not imply full transit schedules or routing data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-12-q3&kind=question&dataset=How+do+household+circumstances+relate+to+transport+access%3F&question=How+do+household+circumstances+relate+to+transport+access%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-12-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm whether mode, distance and travel time are included. This product does not imply full transit schedules or routing data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-12-q3&kind=question&dataset=How+do+household+circumstances+relate+to+transport+access%3F&question=How+do+household+circumstances+relate+to+transport+access%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-12-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-12-q3","/assets/data/question-designs.v1.json#questions/general-12-q3","/assets/data/product-designs.v1.json#products/general-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-12-q4","sector":"transport","lens":"research","originalWording":"Which home-work relationships recur across the available histories?","wording":"Which home-work relationships recur across the available histories?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-12-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-12"],"proposedAssociations":[],"pricingBasis":{"productId":"general-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-12-q4"},"unit":{"definition":"Trip, person-day or reachable-destination comparison.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which home-work relationships recur across the available histories?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated trip origin/destination and duration or explicit network measurements","status":"required_unverified_for_question"},{"concept":"Coverage/network/service definitions","status":"required_unverified_for_question"},{"concept":"Effective-dated home/work locations and person links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","TripId","TripDate","Network/service identifier where required"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm whether mode, distance and travel time are included. This product does not imply full transit schedules or routing data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, commute episodes, trips or network locations explicitly defined by the question; trip evidence and accessibility assumptions to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-12-q4&kind=question&dataset=Which+home-work+relationships+recur+across+the+available+histories%3F&question=Which+home-work+relationships+recur+across+the+available+histories%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-12-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm whether mode, distance and travel time are included. This product does not imply full transit schedules or routing data.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-12-q4&kind=question&dataset=Which+home-work+relationships+recur+across+the+available+histories%3F&question=Which+home-work+relationships+recur+across+the+available+histories%3F&domains=Transport%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fgeneral-12-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-12-q4","/assets/data/question-designs.v1.json#questions/general-12-q4","/assets/data/product-designs.v1.json#products/general-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-18-q1","sector":"energy","lens":"ml","originalWording":"Which household and dwelling characteristics help forecast energy use?","wording":"Which household and dwelling characteristics help forecast energy use?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-18-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-18-q1"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which household and dwelling characteristics help forecast energy use?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Metered quantity, energy unit and billing/measurement interval","status":"required_unverified_for_question"},{"concept":"Tariff and expenditure dates where needed","status":"required_unverified_for_question"},{"concept":"Household membership and service coverage at interval","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm consumption units, frequency and forecast horizon. Appliance detail, tariffs, bills and grid capacity require separate coverage confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-18-q1&kind=question&dataset=Which+household+and+dwelling+characteristics+help+forecast+energy+use%3F&question=Which+household+and+dwelling+characteristics+help+forecast+energy+use%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fml-18-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm consumption units, frequency and forecast horizon. Appliance detail, tariffs, bills and grid capacity require separate coverage confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-18-q1&kind=question&dataset=Which+household+and+dwelling+characteristics+help+forecast+energy+use%3F&question=Which+household+and+dwelling+characteristics+help+forecast+energy+use%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fml-18-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-18-q1","/assets/data/question-designs.v1.json#questions/ml-18-q1","/assets/data/product-designs.v1.json#products/ml-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-18-q2","sector":"energy","lens":"ml","originalWording":"How does demand change alongside household composition?","wording":"How does demand change alongside household composition?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-18-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-18-q2"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does demand change alongside household composition?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Metered quantity, energy unit and billing/measurement interval","status":"required_unverified_for_question"},{"concept":"Tariff and expenditure dates where needed","status":"required_unverified_for_question"},{"concept":"Household membership and service coverage at interval","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm consumption units, frequency and forecast horizon. Appliance detail, tariffs, bills and grid capacity require separate coverage confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-18-q2&kind=question&dataset=How+does+demand+change+alongside+household+composition%3F&question=How+does+demand+change+alongside+household+composition%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fml-18-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm consumption units, frequency and forecast horizon. Appliance detail, tariffs, bills and grid capacity require separate coverage confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-18-q2&kind=question&dataset=How+does+demand+change+alongside+household+composition%3F&question=How+does+demand+change+alongside+household+composition%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fml-18-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-18-q2","/assets/data/question-designs.v1.json#questions/ml-18-q2","/assets/data/product-designs.v1.json#products/ml-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-18-q3","sector":"energy","lens":"ml","originalWording":"Can past consumption improve forecasts across different housing groups?","wording":"Can past consumption improve forecasts across different housing groups?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-18-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-18-q3"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can past consumption improve forecasts across different housing groups?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Metered quantity, energy unit and billing/measurement interval","status":"required_unverified_for_question"},{"concept":"Tariff and expenditure dates where needed","status":"required_unverified_for_question"},{"concept":"Household membership and service coverage at interval","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm consumption units, frequency and forecast horizon. Appliance detail, tariffs, bills and grid capacity require separate coverage confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-18-q3&kind=question&dataset=Can+past+consumption+improve+forecasts+across+different+housing+groups%3F&question=Can+past+consumption+improve+forecasts+across+different+housing+groups%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fml-18-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm consumption units, frequency and forecast horizon. Appliance detail, tariffs, bills and grid capacity require separate coverage confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-18-q3&kind=question&dataset=Can+past+consumption+improve+forecasts+across+different+housing+groups%3F&question=Can+past+consumption+improve+forecasts+across+different+housing+groups%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fml-18-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-18-q3","/assets/data/question-designs.v1.json#questions/ml-18-q3","/assets/data/product-designs.v1.json#products/ml-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-18-q4","sector":"energy","lens":"ml","originalWording":"How do predictions perform when occupancy or financial circumstances change?","wording":"How do predictions perform when occupancy or financial circumstances change?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-18-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-18-q4"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do predictions perform when occupancy or financial circumstances change?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Metered quantity, energy unit and billing/measurement interval","status":"required_unverified_for_question"},{"concept":"Tariff and expenditure dates where needed","status":"required_unverified_for_question"},{"concept":"Household membership and service coverage at interval","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm consumption units, frequency and forecast horizon. Appliance detail, tariffs, bills and grid capacity require separate coverage confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-18-q4&kind=question&dataset=How+do+predictions+perform+when+occupancy+or+financial+circumstances+change%3F&question=How+do+predictions+perform+when+occupancy+or+financial+circumstances+change%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fml-18-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm consumption units, frequency and forecast horizon. Appliance detail, tariffs, bills and grid capacity require separate coverage confirmation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-18-q4&kind=question&dataset=How+do+predictions+perform+when+occupancy+or+financial+circumstances+change%3F&question=How+do+predictions+perform+when+occupancy+or+financial+circumstances+change%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fml-18-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-18-q4","/assets/data/question-designs.v1.json#questions/ml-18-q4","/assets/data/product-designs.v1.json#products/ml-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-13-q1","sector":"energy","lens":"research","originalWording":"How does energy use vary across household sizes and composition?","wording":"How does energy use vary across household sizes and composition?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-13-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-13"],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-13-q1"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does energy use vary across household sizes and composition?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Metered quantity, energy unit and billing/measurement interval","status":"required_unverified_for_question"},{"concept":"Tariff and expenditure dates where needed","status":"required_unverified_for_question"},{"concept":"Household membership and service coverage at interval","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm energy units, dates and housing fields. Bills, tariffs, appliances and causal efficiency impacts are not included by implication.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-13-q1&kind=question&dataset=How+does+energy+use+vary+across+household+sizes+and+composition%3F&question=How+does+energy+use+vary+across+household+sizes+and+composition%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fgeneral-13-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm energy units, dates and housing fields. Bills, tariffs, appliances and causal efficiency impacts are not included by implication.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-13-q1&kind=question&dataset=How+does+energy+use+vary+across+household+sizes+and+composition%3F&question=How+does+energy+use+vary+across+household+sizes+and+composition%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fgeneral-13-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-13-q1","/assets/data/question-designs.v1.json#questions/general-13-q1","/assets/data/product-designs.v1.json#products/general-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-13-q2","sector":"energy","lens":"research","originalWording":"Which housing or occupancy patterns accompany higher demand?","wording":"Which housing or occupancy patterns accompany higher demand?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-13-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-13"],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-13-q2"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which housing or occupancy patterns accompany higher demand?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Metered quantity, energy unit and billing/measurement interval","status":"required_unverified_for_question"},{"concept":"Tariff and expenditure dates where needed","status":"required_unverified_for_question"},{"concept":"Household membership and service coverage at interval","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm energy units, dates and housing fields. Bills, tariffs, appliances and causal efficiency impacts are not included by implication.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-13-q2&kind=question&dataset=Which+housing+or+occupancy+patterns+accompany+higher+demand%3F&question=Which+housing+or+occupancy+patterns+accompany+higher+demand%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fgeneral-13-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm energy units, dates and housing fields. Bills, tariffs, appliances and causal efficiency impacts are not included by implication.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-13-q2&kind=question&dataset=Which+housing+or+occupancy+patterns+accompany+higher+demand%3F&question=Which+housing+or+occupancy+patterns+accompany+higher+demand%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fgeneral-13-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-13-q2","/assets/data/question-designs.v1.json#questions/general-13-q2","/assets/data/product-designs.v1.json#products/general-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-13-q3","sector":"energy","lens":"research","originalWording":"How does demand change as household circumstances evolve?","wording":"How does demand change as household circumstances evolve?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-13-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-13"],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-13-q3"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does demand change as household circumstances evolve?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Metered quantity, energy unit and billing/measurement interval","status":"required_unverified_for_question"},{"concept":"Tariff and expenditure dates where needed","status":"required_unverified_for_question"},{"concept":"Household membership and service coverage at interval","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm energy units, dates and housing fields. Bills, tariffs, appliances and causal efficiency impacts are not included by implication.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-13-q3&kind=question&dataset=How+does+demand+change+as+household+circumstances+evolve%3F&question=How+does+demand+change+as+household+circumstances+evolve%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fgeneral-13-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm energy units, dates and housing fields. Bills, tariffs, appliances and causal efficiency impacts are not included by implication.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-13-q3&kind=question&dataset=How+does+demand+change+as+household+circumstances+evolve%3F&question=How+does+demand+change+as+household+circumstances+evolve%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fgeneral-13-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-13-q3","/assets/data/question-designs.v1.json#questions/general-13-q3","/assets/data/product-designs.v1.json#products/general-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-13-q4","sector":"energy","lens":"research","originalWording":"Which consumption patterns persist across the available timeline?","wording":"Which consumption patterns persist across the available timeline?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-13-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-13"],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-13-q4"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which consumption patterns persist across the available timeline?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Metered quantity, energy unit and billing/measurement interval","status":"required_unverified_for_question"},{"concept":"Tariff and expenditure dates where needed","status":"required_unverified_for_question"},{"concept":"Household membership and service coverage at interval","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm energy units, dates and housing fields. Bills, tariffs, appliances and causal efficiency impacts are not included by implication.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-13-q4&kind=question&dataset=Which+consumption+patterns+persist+across+the+available+timeline%3F&question=Which+consumption+patterns+persist+across+the+available+timeline%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fgeneral-13-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm energy units, dates and housing fields. Bills, tariffs, appliances and causal efficiency impacts are not included by implication.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-13-q4&kind=question&dataset=Which+consumption+patterns+persist+across+the+available+timeline%3F&question=Which+consumption+patterns+persist+across+the+available+timeline%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fgeneral-13-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-13-q4","/assets/data/question-designs.v1.json#questions/general-13-q4","/assets/data/product-designs.v1.json#products/general-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-15-q1","sector":"utilities","lens":"ai","originalWording":"Can an assistant keep household circumstances consistent throughout a case?","wording":"Can an assistant keep household circumstances consistent throughout a case?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-15-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-15"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-15-q1"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant keep household circumstances consistent throughout a case?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Service links and effective coverage","status":"required_unverified_for_question"},{"concept":"Metered quantities, units and intervals","status":"required_unverified_for_question"},{"concept":"Availability, quality and interruption evidence where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm utility types, case histories and reference answers. This generic support dataset is not a dedicated telecom, billing or outage SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-15-q1&kind=question&dataset=Can+an+assistant+keep+household+circumstances+consistent+throughout+a+case%3F&question=Can+an+assistant+keep+household+circumstances+consistent+throughout+a+case%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fai-15-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm utility types, case histories and reference answers. This generic support dataset is not a dedicated telecom, billing or outage SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-15-q1&kind=question&dataset=Can+an+assistant+keep+household+circumstances+consistent+throughout+a+case%3F&question=Can+an+assistant+keep+household+circumstances+consistent+throughout+a+case%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fai-15-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-15-q1","/assets/data/question-designs.v1.json#questions/ai-15-q1","/assets/data/product-designs.v1.json#products/ai-15"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-15-q2","sector":"utilities","lens":"ai","originalWording":"Can it answer a service question using only the available customer context?","wording":"Can an AI assistant answer a service question using only the available customer context?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-15-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-15"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-15-q2"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant answer a service question using only the available customer context?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Service links and effective coverage","status":"required_unverified_for_question"},{"concept":"Metered quantities, units and intervals","status":"required_unverified_for_question"},{"concept":"Availability, quality and interruption evidence where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm utility types, case histories and reference answers. This generic support dataset is not a dedicated telecom, billing or outage SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-15-q2&kind=question&dataset=Can+an+AI+assistant+answer+a+service+question+using+only+the+available+customer+context%3F&question=Can+an+AI+assistant+answer+a+service+question+using+only+the+available+customer+context%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fai-15-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm utility types, case histories and reference answers. This generic support dataset is not a dedicated telecom, billing or outage SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-15-q2&kind=question&dataset=Can+an+AI+assistant+answer+a+service+question+using+only+the+available+customer+context%3F&question=Can+an+AI+assistant+answer+a+service+question+using+only+the+available+customer+context%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fai-15-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-15-q2","/assets/data/question-designs.v1.json#questions/ai-15-q2","/assets/data/product-designs.v1.json#products/ai-15"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-15-q3","sector":"utilities","lens":"ai","originalWording":"Can it recognise when essential information is missing?","wording":"Can an AI assistant recognise when essential information is missing?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-15-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-15"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-15-q3"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant recognise when essential information is missing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Service links and effective coverage","status":"required_unverified_for_question"},{"concept":"Metered quantities, units and intervals","status":"required_unverified_for_question"},{"concept":"Availability, quality and interruption evidence where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm utility types, case histories and reference answers. This generic support dataset is not a dedicated telecom, billing or outage SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-15-q3&kind=question&dataset=Can+an+AI+assistant+recognise+when+essential+information+is+missing%3F&question=Can+an+AI+assistant+recognise+when+essential+information+is+missing%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fai-15-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm utility types, case histories and reference answers. This generic support dataset is not a dedicated telecom, billing or outage SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-15-q3&kind=question&dataset=Can+an+AI+assistant+recognise+when+essential+information+is+missing%3F&question=Can+an+AI+assistant+recognise+when+essential+information+is+missing%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fai-15-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-15-q3","/assets/data/question-designs.v1.json#questions/ai-15-q3","/assets/data/product-designs.v1.json#products/ai-15"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-15-q4","sector":"utilities","lens":"ai","originalWording":"Does its explanation stay grounded when financial or housing circumstances change?","wording":"Does its explanation stay grounded when financial or housing circumstances change?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-15-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-15"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-15-q4"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does its explanation stay grounded when financial or housing circumstances change?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Service links and effective coverage","status":"required_unverified_for_question"},{"concept":"Metered quantities, units and intervals","status":"required_unverified_for_question"},{"concept":"Availability, quality and interruption evidence where required","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm utility types, case histories and reference answers. This generic support dataset is not a dedicated telecom, billing or outage SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-15-q4&kind=question&dataset=Does+its+explanation+stay+grounded+when+financial+or+housing+circumstances+change%3F&question=Does+its+explanation+stay+grounded+when+financial+or+housing+circumstances+change%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fai-15-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm utility types, case histories and reference answers. This generic support dataset is not a dedicated telecom, billing or outage SKU.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-15-q4&kind=question&dataset=Does+its+explanation+stay+grounded+when+financial+or+housing+circumstances+change%3F&question=Does+its+explanation+stay+grounded+when+financial+or+housing+circumstances+change%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fai-15-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-15-q4","/assets/data/question-designs.v1.json#questions/ai-15-q4","/assets/data/product-designs.v1.json#products/ai-15"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-20-q1","sector":"legal","lens":"ml","originalWording":"Which recorded case attributes are associated with different resolution outcomes?","wording":"Which recorded case attributes are associated with different resolution outcomes?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-20-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-20"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-20-q1"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which recorded case attributes are associated with different resolution outcomes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-20"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-20","referenceIdentifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-synthetic-legal-disputes-appeals-v1","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["SourceCaseKey","AppealCaseKey","SourceDisputeTypeCode","SourceDomainCode","AppealDispositionCode","AppealedSourceResolutionTypeCode","CurrentSourceResolutionTypeCode"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["The package is selected source-case/appeal pairs, not an unrestricted sample of all dispute-resolution outcomes.","Retrospective attributes must not silently be used as filing-time predictors."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["Synthetic cases are not observed legal cases, legal advice or representative outcome rates.","Full case summary and case timeline are outcome-complete retrospective material; exclude final labels, later outcomes and retrospective context from prospective predictors.","SequenceWithinDate is an observed integer ordering index (1–9), although the original dictionary declares date; derived stay rows can be blank. The supplied source dictionary has not been altered.","Pre-outcome projection removes 12 source columns and adds three time-known stay replacements, producing 79 columns; do not treat the full 88-column timeline as leakage-safe.","Absent ClosedDate or focal-citizen fields do not by themselves mean unresolved cases or invalid rows; this release documents case/party semantics and ambiguity.","The supplied package contained no original public-use licence grant. The publisher selected NC public rights on 2026-10-13; current remote repository licence and byte parity were not verified.","One Nairobi reference package supports these two primary profile associations; it does not certify the seven other related legal products or a custom paid extract.","This reference supplies structured synthetic case events and grounded questions; it is not a corpus of court judgments, contracts or legal documents."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-20-q1&kind=question&dataset=Which+recorded+case+attributes+are+associated+with+different+resolution+outcomes%3F&question=Which+recorded+case+attributes+are+associated+with+different+resolution+outcomes%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fml-20-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-20"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-20-q1&kind=question&dataset=Which+recorded+case+attributes+are+associated+with+different+resolution+outcomes%3F&question=Which+recorded+case+attributes+are+associated+with+different+resolution+outcomes%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fml-20-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-20-q1","/assets/data/question-designs.v1.json#questions/ml-20-q1","/assets/data/product-designs.v1.json#products/ml-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-20-q2","sector":"legal","lens":"ml","originalWording":"Can a model predict an agreed outcome using only information available at filing?","wording":"Can a model predict an agreed outcome using only information available at filing?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-20-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-20"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-20-q2"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict an agreed outcome using only information available at filing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-20"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-20","referenceIdentifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-synthetic-legal-disputes-appeals-v1","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["SourceCaseKey","AppealCaseKey","EventDate","PreOutcomeFeatureEligibleFlag","LabelAvailableFromDate","AppealDispositionCode"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Pre-outcome eligibility is relative to the declared appeal task; filing-time features need an exact filing/corpus cutoff and eligibility check.","The requested outcome and original-versus-appeal filing anchor must be fixed before task approval."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["Synthetic cases are not observed legal cases, legal advice or representative outcome rates.","Full case summary and case timeline are outcome-complete retrospective material; exclude final labels, later outcomes and retrospective context from prospective predictors.","SequenceWithinDate is an observed integer ordering index (1–9), although the original dictionary declares date; derived stay rows can be blank. The supplied source dictionary has not been altered.","Pre-outcome projection removes 12 source columns and adds three time-known stay replacements, producing 79 columns; do not treat the full 88-column timeline as leakage-safe.","Absent ClosedDate or focal-citizen fields do not by themselves mean unresolved cases or invalid rows; this release documents case/party semantics and ambiguity.","The supplied package contained no original public-use licence grant. The publisher selected NC public rights on 2026-10-13; current remote repository licence and byte parity were not verified.","One Nairobi reference package supports these two primary profile associations; it does not certify the seven other related legal products or a custom paid extract.","This reference supplies structured synthetic case events and grounded questions; it is not a corpus of court judgments, contracts or legal documents."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-20-q2&kind=question&dataset=Can+a+model+predict+an+agreed+outcome+using+only+information+available+at+filing%3F&question=Can+a+model+predict+an+agreed+outcome+using+only+information+available+at+filing%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fml-20-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-20"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-20-q2&kind=question&dataset=Can+a+model+predict+an+agreed+outcome+using+only+information+available+at+filing%3F&question=Can+a+model+predict+an+agreed+outcome+using+only+information+available+at+filing%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fml-20-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-20-q2","/assets/data/question-designs.v1.json#questions/ml-20-q2","/assets/data/product-designs.v1.json#products/ml-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-20-q3","sector":"legal","lens":"ml","originalWording":"How does performance vary across dispute types?","wording":"How does performance vary across dispute types?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ml-20-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-20"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-20-q3"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does performance vary across dispute types?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-20"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-20","referenceIdentifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-synthetic-legal-disputes-appeals-v1","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["SourceCaseKey","AppealCaseKey","SourceDisputeTypeCode","SourceDomainCode","AppealDispositionCode"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["No model predictions or dispute-type-specific scores are verified; sufficient within-type support and evaluated target need confirmation."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["Synthetic cases are not observed legal cases, legal advice or representative outcome rates.","Full case summary and case timeline are outcome-complete retrospective material; exclude final labels, later outcomes and retrospective context from prospective predictors.","SequenceWithinDate is an observed integer ordering index (1–9), although the original dictionary declares date; derived stay rows can be blank. The supplied source dictionary has not been altered.","Pre-outcome projection removes 12 source columns and adds three time-known stay replacements, producing 79 columns; do not treat the full 88-column timeline as leakage-safe.","Absent ClosedDate or focal-citizen fields do not by themselves mean unresolved cases or invalid rows; this release documents case/party semantics and ambiguity.","The supplied package contained no original public-use licence grant. The publisher selected NC public rights on 2026-10-13; current remote repository licence and byte parity were not verified.","One Nairobi reference package supports these two primary profile associations; it does not certify the seven other related legal products or a custom paid extract.","This reference supplies structured synthetic case events and grounded questions; it is not a corpus of court judgments, contracts or legal documents."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-20-q3&kind=question&dataset=How+does+performance+vary+across+dispute+types%3F&question=How+does+performance+vary+across+dispute+types%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fml-20-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-20"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-20-q3&kind=question&dataset=How+does+performance+vary+across+dispute+types%3F&question=How+does+performance+vary+across+dispute+types%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fml-20-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-20-q3","/assets/data/question-designs.v1.json#questions/ml-20-q3","/assets/data/product-designs.v1.json#products/ml-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ml-20-q4","sector":"legal","lens":"ml","originalWording":"Can evaluation keep records from the same case out of both training and test sets?","wording":"Case-grouped training, validation and test split check.","wordingChanged":true,"studyType":"methodology","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"The same case and related derivative records must not cross evaluation partitions; this is a methodology requirement.","canonicalQuestionId":"ml-20-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ml-20"],"proposedAssociations":[],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ml-20-q4"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Case-grouped training, validation and test split check.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-20"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ml-20","referenceIdentifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-synthetic-legal-disputes-appeals-v1","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["SourceCaseKey","AppealCaseKey","source_case_key","appeal_case_key","split"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Require a connected-case component/group split audit across every configuration; a case-pair assignment alone is not proof that every related case is isolated.","This is a methodology requirement, not evidence of measured model performance."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["Synthetic cases are not observed legal cases, legal advice or representative outcome rates.","Full case summary and case timeline are outcome-complete retrospective material; exclude final labels, later outcomes and retrospective context from prospective predictors.","SequenceWithinDate is an observed integer ordering index (1–9), although the original dictionary declares date; derived stay rows can be blank. The supplied source dictionary has not been altered.","Pre-outcome projection removes 12 source columns and adds three time-known stay replacements, producing 79 columns; do not treat the full 88-column timeline as leakage-safe.","Absent ClosedDate or focal-citizen fields do not by themselves mean unresolved cases or invalid rows; this release documents case/party semantics and ambiguity.","The supplied package contained no original public-use licence grant. The publisher selected NC public rights on 2026-10-13; current remote repository licence and byte parity were not verified.","One Nairobi reference package supports these two primary profile associations; it does not certify the seven other related legal products or a custom paid extract.","This reference supplies structured synthetic case events and grounded questions; it is not a corpus of court judgments, contracts or legal documents."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ml-20-q4&kind=question&dataset=Case-grouped+training%2C+validation+and+test+split+check.&question=Case-grouped+training%2C+validation+and+test+split+check.&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fml-20-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ml-20"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"The same case and related derivative records must not cross evaluation partitions; this is a methodology requirement."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ml-20-q4&kind=question&dataset=Case-grouped+training%2C+validation+and+test+split+check.&question=Case-grouped+training%2C+validation+and+test+split+check.&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fml-20-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ml-20-q4","/assets/data/question-designs.v1.json#questions/ml-20-q4","/assets/data/product-designs.v1.json#products/ml-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-17-q1","sector":"legal","lens":"ai","originalWording":"Can AI separate the parties, allegations and recorded outcome of a case?","wording":"Can AI separate the parties, allegations and recorded outcome of a case?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-17-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-17-q1"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can AI separate the parties, allegations and recorded outcome of a case?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ai-17"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ai-17","referenceIdentifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-synthetic-legal-disputes-appeals-v1","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["source_case_key","appeal_case_key","question","answer","answer_type","evidence_event_keys","SourcePartyCount","AppealDispositionCode"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["The released appeal reasoning tasks are not a full parties/allegations document corpus or complete legal case file.","Task-specific reviewed labels for parties and allegations must be provided where not included."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["Synthetic cases are not observed legal cases, legal advice or representative outcome rates.","Full case summary and case timeline are outcome-complete retrospective material; exclude final labels, later outcomes and retrospective context from prospective predictors.","SequenceWithinDate is an observed integer ordering index (1–9), although the original dictionary declares date; derived stay rows can be blank. The supplied source dictionary has not been altered.","Pre-outcome projection removes 12 source columns and adds three time-known stay replacements, producing 79 columns; do not treat the full 88-column timeline as leakage-safe.","Absent ClosedDate or focal-citizen fields do not by themselves mean unresolved cases or invalid rows; this release documents case/party semantics and ambiguity.","The supplied package contained no original public-use licence grant. The publisher selected NC public rights on 2026-10-13; current remote repository licence and byte parity were not verified.","One Nairobi reference package supports these two primary profile associations; it does not certify the seven other related legal products or a custom paid extract.","This reference supplies structured synthetic case events and grounded questions; it is not a corpus of court judgments, contracts or legal documents."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-17-q1&kind=question&dataset=Can+AI+separate+the+parties%2C+allegations+and+recorded+outcome+of+a+case%3F&question=Can+AI+separate+the+parties%2C+allegations+and+recorded+outcome+of+a+case%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fai-17-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ai-17"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-17-q1&kind=question&dataset=Can+AI+separate+the+parties%2C+allegations+and+recorded+outcome+of+a+case%3F&question=Can+AI+separate+the+parties%2C+allegations+and+recorded+outcome+of+a+case%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fai-17-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-17-q1","/assets/data/question-designs.v1.json#questions/ai-17-q1","/assets/data/product-designs.v1.json#products/ai-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-17-q2","sector":"legal","lens":"ai","originalWording":"Does it retrieve the clause or case record relevant to a question?","wording":"Does an AI assistant retrieve the clause or case record relevant to a question?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-17-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-17-q2"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant retrieve the clause or case record relevant to a question?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ai-17"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ai-17","referenceIdentifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-synthetic-legal-disputes-appeals-v1","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["source_case_key","appeal_case_key","question","answer","evidence_event_keys"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["No complete contract-clause or legal-authority retrieval corpus is supplied by the appeal reference.","Clause retrieval tasks need corpus identity and relevance labels."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["Synthetic cases are not observed legal cases, legal advice or representative outcome rates.","Full case summary and case timeline are outcome-complete retrospective material; exclude final labels, later outcomes and retrospective context from prospective predictors.","SequenceWithinDate is an observed integer ordering index (1–9), although the original dictionary declares date; derived stay rows can be blank. The supplied source dictionary has not been altered.","Pre-outcome projection removes 12 source columns and adds three time-known stay replacements, producing 79 columns; do not treat the full 88-column timeline as leakage-safe.","Absent ClosedDate or focal-citizen fields do not by themselves mean unresolved cases or invalid rows; this release documents case/party semantics and ambiguity.","The supplied package contained no original public-use licence grant. The publisher selected NC public rights on 2026-10-13; current remote repository licence and byte parity were not verified.","One Nairobi reference package supports these two primary profile associations; it does not certify the seven other related legal products or a custom paid extract.","This reference supplies structured synthetic case events and grounded questions; it is not a corpus of court judgments, contracts or legal documents."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-17-q2&kind=question&dataset=Does+an+AI+assistant+retrieve+the+clause+or+case+record+relevant+to+a+question%3F&question=Does+an+AI+assistant+retrieve+the+clause+or+case+record+relevant+to+a+question%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fai-17-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ai-17"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-17-q2&kind=question&dataset=Does+an+AI+assistant+retrieve+the+clause+or+case+record+relevant+to+a+question%3F&question=Does+an+AI+assistant+retrieve+the+clause+or+case+record+relevant+to+a+question%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fai-17-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-17-q2","/assets/data/question-designs.v1.json#questions/ai-17-q2","/assets/data/product-designs.v1.json#products/ai-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-17-q3","sector":"legal","lens":"ai","originalWording":"Can it distinguish a documented fact from a proposed interpretation?","wording":"Can an AI assistant distinguish a documented fact from a proposed interpretation?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-17-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-17-q3"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant distinguish a documented fact from a proposed interpretation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ai-17"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ai-17","referenceIdentifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-synthetic-legal-disputes-appeals-v1","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["question","answer","answer_type","evidence_event_keys","evidence_event_dates","label_available_from_date"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["Reviewed fact-versus-interpretation labels and question-specific scoring need explicit verification; cited answers alone do not establish the entire task."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["Synthetic cases are not observed legal cases, legal advice or representative outcome rates.","Full case summary and case timeline are outcome-complete retrospective material; exclude final labels, later outcomes and retrospective context from prospective predictors.","SequenceWithinDate is an observed integer ordering index (1–9), although the original dictionary declares date; derived stay rows can be blank. The supplied source dictionary has not been altered.","Pre-outcome projection removes 12 source columns and adds three time-known stay replacements, producing 79 columns; do not treat the full 88-column timeline as leakage-safe.","Absent ClosedDate or focal-citizen fields do not by themselves mean unresolved cases or invalid rows; this release documents case/party semantics and ambiguity.","The supplied package contained no original public-use licence grant. The publisher selected NC public rights on 2026-10-13; current remote repository licence and byte parity were not verified.","One Nairobi reference package supports these two primary profile associations; it does not certify the seven other related legal products or a custom paid extract.","This reference supplies structured synthetic case events and grounded questions; it is not a corpus of court judgments, contracts or legal documents."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-17-q3&kind=question&dataset=Can+an+AI+assistant+distinguish+a+documented+fact+from+a+proposed+interpretation%3F&question=Can+an+AI+assistant+distinguish+a+documented+fact+from+a+proposed+interpretation%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fai-17-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ai-17"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-17-q3&kind=question&dataset=Can+an+AI+assistant+distinguish+a+documented+fact+from+a+proposed+interpretation%3F&question=Can+an+AI+assistant+distinguish+a+documented+fact+from+a+proposed+interpretation%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fai-17-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-17-q3","/assets/data/question-designs.v1.json#questions/ai-17-q3","/assets/data/product-designs.v1.json#products/ai-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-17-q4","sector":"legal","lens":"ai","originalWording":"Does it avoid inventing legal authorities or missing case facts?","wording":"Does an AI assistant avoid inventing legal authorities or missing case facts?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-17-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-17"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-17-q4"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant avoid inventing legal authorities or missing case facts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ai-17"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[{"productId":"ai-17","referenceIdentifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-synthetic-legal-disputes-appeals-v1","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["question","answer","evidence_event_keys","evidence_event_dates","label_available_from_date"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["No benchmark of verified legal-authority retrieval or measured unsupported-authority rate is established by this reference.","Need reviewed insufficient-evidence cases, prohibited unsupported claims and scored evaluation."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["Synthetic cases are not observed legal cases, legal advice or representative outcome rates.","Full case summary and case timeline are outcome-complete retrospective material; exclude final labels, later outcomes and retrospective context from prospective predictors.","SequenceWithinDate is an observed integer ordering index (1–9), although the original dictionary declares date; derived stay rows can be blank. The supplied source dictionary has not been altered.","Pre-outcome projection removes 12 source columns and adds three time-known stay replacements, producing 79 columns; do not treat the full 88-column timeline as leakage-safe.","Absent ClosedDate or focal-citizen fields do not by themselves mean unresolved cases or invalid rows; this release documents case/party semantics and ambiguity.","The supplied package contained no original public-use licence grant. The publisher selected NC public rights on 2026-10-13; current remote repository licence and byte parity were not verified.","One Nairobi reference package supports these two primary profile associations; it does not certify the seven other related legal products or a custom paid extract.","This reference supplies structured synthetic case events and grounded questions; it is not a corpus of court judgments, contracts or legal documents."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-17-q4&kind=question&dataset=Does+an+AI+assistant+avoid+inventing+legal+authorities+or+missing+case+facts%3F&question=Does+an+AI+assistant+avoid+inventing+legal+authorities+or+missing+case+facts%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fai-17-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["ai-17"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-17-q4&kind=question&dataset=Does+an+AI+assistant+avoid+inventing+legal+authorities+or+missing+case+facts%3F&question=Does+an+AI+assistant+avoid+inventing+legal+authorities+or+missing+case+facts%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Fai-17-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-17-q4","/assets/data/question-designs.v1.json#questions/ai-17-q4","/assets/data/product-designs.v1.json#products/ai-17"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-18-q1","sector":"legal","lens":"ai","originalWording":"Can an assistant retrieve the relevant contract, claim and award passages?","wording":"Can an assistant retrieve the relevant contract, claim and award passages?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-18-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-18-q1"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant retrieve the relevant contract, claim and award passages?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-18-q1&kind=question&dataset=Can+an+assistant+retrieve+the+relevant+contract%2C+claim+and+award+passages%3F&question=Can+an+assistant+retrieve+the+relevant+contract%2C+claim+and+award+passages%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Awards&source=%2Fresearch-datasets%2Fai-18-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-18-q1&kind=question&dataset=Can+an+assistant+retrieve+the+relevant+contract%2C+claim+and+award+passages%3F&question=Can+an+assistant+retrieve+the+relevant+contract%2C+claim+and+award+passages%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Awards&source=%2Fresearch-datasets%2Fai-18-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-18-q1","/assets/data/question-designs.v1.json#questions/ai-18-q1","/assets/data/product-designs.v1.json#products/ai-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-18-q2","sector":"legal","lens":"ai","originalWording":"Does it keep claimed amounts separate from awarded amounts?","wording":"Does an AI assistant keep claimed amounts separate from awarded amounts?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-18-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-18-q2"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant keep claimed amounts separate from awarded amounts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-18-q2&kind=question&dataset=Does+an+AI+assistant+keep+claimed+amounts+separate+from+awarded+amounts%3F&question=Does+an+AI+assistant+keep+claimed+amounts+separate+from+awarded+amounts%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Awards&source=%2Fresearch-datasets%2Fai-18-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-18-q2&kind=question&dataset=Does+an+AI+assistant+keep+claimed+amounts+separate+from+awarded+amounts%3F&question=Does+an+AI+assistant+keep+claimed+amounts+separate+from+awarded+amounts%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Awards&source=%2Fresearch-datasets%2Fai-18-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-18-q2","/assets/data/question-designs.v1.json#questions/ai-18-q2","/assets/data/product-designs.v1.json#products/ai-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-18-q3","sector":"legal","lens":"ai","originalWording":"Can it identify dates and parties without combining different cases?","wording":"Can an AI assistant identify dates and parties without combining different cases?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-18-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-18-q3"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant identify dates and parties without combining different cases?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-18-q3&kind=question&dataset=Can+an+AI+assistant+identify+dates+and+parties+without+combining+different+cases%3F&question=Can+an+AI+assistant+identify+dates+and+parties+without+combining+different+cases%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Awards&source=%2Fresearch-datasets%2Fai-18-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-18-q3&kind=question&dataset=Can+an+AI+assistant+identify+dates+and+parties+without+combining+different+cases%3F&question=Can+an+AI+assistant+identify+dates+and+parties+without+combining+different+cases%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Awards&source=%2Fresearch-datasets%2Fai-18-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-18-q3","/assets/data/question-designs.v1.json#questions/ai-18-q3","/assets/data/product-designs.v1.json#products/ai-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-18-q4","sector":"legal","lens":"ai","originalWording":"Does it acknowledge when a requested term is absent from the supplied document?","wording":"Does an AI assistant acknowledge when a requested term is absent from the supplied document?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-18-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-18"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-18-q4"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant acknowledge when a requested term is absent from the supplied document?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-18-q4&kind=question&dataset=Does+an+AI+assistant+acknowledge+when+a+requested+term+is+absent+from+the+supplied+document%3F&question=Does+an+AI+assistant+acknowledge+when+a+requested+term+is+absent+from+the+supplied+document%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Awards&source=%2Fresearch-datasets%2Fai-18-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-18-q4&kind=question&dataset=Does+an+AI+assistant+acknowledge+when+a+requested+term+is+absent+from+the+supplied+document%3F&question=Does+an+AI+assistant+acknowledge+when+a+requested+term+is+absent+from+the+supplied+document%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Awards&source=%2Fresearch-datasets%2Fai-18-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-18-q4","/assets/data/question-designs.v1.json#questions/ai-18-q4","/assets/data/product-designs.v1.json#products/ai-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-19-q1","sector":"legal","lens":"ai","originalWording":"Can a copilot assemble a dated case chronology from the supplied evidence?","wording":"Can a copilot assemble a dated case chronology from the supplied evidence?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-19-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-19"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-19-q1"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a copilot assemble a dated case chronology from the supplied evidence?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-19-q1&kind=question&dataset=Can+a+copilot+assemble+a+dated+case+chronology+from+the+supplied+evidence%3F&question=Can+a+copilot+assemble+a+dated+case+chronology+from+the+supplied+evidence%3F&domains=Contracts%2C+Business%2C+Construction%2C+Legal&source=%2Fresearch-datasets%2Fai-19-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-19-q1&kind=question&dataset=Can+a+copilot+assemble+a+dated+case+chronology+from+the+supplied+evidence%3F&question=Can+a+copilot+assemble+a+dated+case+chronology+from+the+supplied+evidence%3F&domains=Contracts%2C+Business%2C+Construction%2C+Legal&source=%2Fresearch-datasets%2Fai-19-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-19-q1","/assets/data/question-designs.v1.json#questions/ai-19-q1","/assets/data/product-designs.v1.json#products/ai-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-19-q2","sector":"legal","lens":"ai","originalWording":"Can it connect a dispute to the correct contract and business?","wording":"Can an AI assistant connect a dispute to the correct contract and business?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-19-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-19"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-19-q2"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant connect a dispute to the correct contract and business?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-19-q2&kind=question&dataset=Can+an+AI+assistant+connect+a+dispute+to+the+correct+contract+and+business%3F&question=Can+an+AI+assistant+connect+a+dispute+to+the+correct+contract+and+business%3F&domains=Contracts%2C+Business%2C+Construction%2C+Legal&source=%2Fresearch-datasets%2Fai-19-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-19-q2&kind=question&dataset=Can+an+AI+assistant+connect+a+dispute+to+the+correct+contract+and+business%3F&question=Can+an+AI+assistant+connect+a+dispute+to+the+correct+contract+and+business%3F&domains=Contracts%2C+Business%2C+Construction%2C+Legal&source=%2Fresearch-datasets%2Fai-19-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-19-q2","/assets/data/question-designs.v1.json#questions/ai-19-q2","/assets/data/product-designs.v1.json#products/ai-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-19-q3","sector":"legal","lens":"ai","originalWording":"Does it distinguish case status from final resolution?","wording":"Does an AI assistant distinguish case status from final resolution?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-19-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-19"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-19-q3"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant distinguish case status from final resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-19-q3&kind=question&dataset=Does+an+AI+assistant+distinguish+case+status+from+final+resolution%3F&question=Does+an+AI+assistant+distinguish+case+status+from+final+resolution%3F&domains=Contracts%2C+Business%2C+Construction%2C+Legal&source=%2Fresearch-datasets%2Fai-19-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-19-q3&kind=question&dataset=Does+an+AI+assistant+distinguish+case+status+from+final+resolution%3F&question=Does+an+AI+assistant+distinguish+case+status+from+final+resolution%3F&domains=Contracts%2C+Business%2C+Construction%2C+Legal&source=%2Fresearch-datasets%2Fai-19-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-19-q3","/assets/data/question-designs.v1.json#questions/ai-19-q3","/assets/data/product-designs.v1.json#products/ai-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-19-q4","sector":"legal","lens":"ai","originalWording":"Can it identify missing documents without asserting what they contain?","wording":"Can an AI assistant identify missing documents without asserting what they contain?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-19-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-19"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-19-q4"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant identify missing documents without asserting what they contain?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-19-q4&kind=question&dataset=Can+an+AI+assistant+identify+missing+documents+without+asserting+what+they+contain%3F&question=Can+an+AI+assistant+identify+missing+documents+without+asserting+what+they+contain%3F&domains=Contracts%2C+Business%2C+Construction%2C+Legal&source=%2Fresearch-datasets%2Fai-19-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-19-q4&kind=question&dataset=Can+an+AI+assistant+identify+missing+documents+without+asserting+what+they+contain%3F&question=Can+an+AI+assistant+identify+missing+documents+without+asserting+what+they+contain%3F&domains=Contracts%2C+Business%2C+Construction%2C+Legal&source=%2Fresearch-datasets%2Fai-19-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-19-q4","/assets/data/question-designs.v1.json#questions/ai-19-q4","/assets/data/product-designs.v1.json#products/ai-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-19-q1","sector":"legal","lens":"research","originalWording":"How do recorded outcomes differ across construction dispute types?","wording":"How do recorded outcomes differ across construction dispute types?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-19-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-19"],"proposedAssociations":[],"pricingBasis":{"productId":"research-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-19-q1"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do recorded outcomes differ across construction dispute types?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-19-q1&kind=question&dataset=How+do+recorded+outcomes+differ+across+construction+dispute+types%3F&question=How+do+recorded+outcomes+differ+across+construction+dispute+types%3F&domains=Construction%2C+Contracts%2C+Legal%2C+Finance&source=%2Fresearch-datasets%2Fresearch-19-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-19-q1&kind=question&dataset=How+do+recorded+outcomes+differ+across+construction+dispute+types%3F&question=How+do+recorded+outcomes+differ+across+construction+dispute+types%3F&domains=Construction%2C+Contracts%2C+Legal%2C+Finance&source=%2Fresearch-datasets%2Fresearch-19-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-19-q1","/assets/data/question-designs.v1.json#questions/research-19-q1","/assets/data/product-designs.v1.json#products/research-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-19-q2","sector":"legal","lens":"research","originalWording":"Which contract and financial characteristics are associated with resolution patterns?","wording":"Which contract and financial characteristics are associated with resolution patterns?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-19-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-19"],"proposedAssociations":[],"pricingBasis":{"productId":"research-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-19-q2"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which contract and financial characteristics are associated with resolution patterns?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-19-q2&kind=question&dataset=Which+contract+and+financial+characteristics+are+associated+with+resolution+patterns%3F&question=Which+contract+and+financial+characteristics+are+associated+with+resolution+patterns%3F&domains=Construction%2C+Contracts%2C+Legal%2C+Finance&source=%2Fresearch-datasets%2Fresearch-19-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-19-q2&kind=question&dataset=Which+contract+and+financial+characteristics+are+associated+with+resolution+patterns%3F&question=Which+contract+and+financial+characteristics+are+associated+with+resolution+patterns%3F&domains=Construction%2C+Contracts%2C+Legal%2C+Finance&source=%2Fresearch-datasets%2Fresearch-19-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-19-q2","/assets/data/question-designs.v1.json#questions/research-19-q2","/assets/data/product-designs.v1.json#products/research-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-19-q3","sector":"legal","lens":"research","originalWording":"How long do cases remain unresolved within the supplied history?","wording":"How long do cases remain unresolved within the supplied history?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-19-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-19"],"proposedAssociations":[],"pricingBasis":{"productId":"research-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-19-q3"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long do cases remain unresolved within the supplied history?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-19-q3&kind=question&dataset=How+long+do+cases+remain+unresolved+within+the+supplied+history%3F&question=How+long+do+cases+remain+unresolved+within+the+supplied+history%3F&domains=Construction%2C+Contracts%2C+Legal%2C+Finance&source=%2Fresearch-datasets%2Fresearch-19-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-19-q3&kind=question&dataset=How+long+do+cases+remain+unresolved+within+the+supplied+history%3F&question=How+long+do+cases+remain+unresolved+within+the+supplied+history%3F&domains=Construction%2C+Contracts%2C+Legal%2C+Finance&source=%2Fresearch-datasets%2Fresearch-19-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-19-q3","/assets/data/question-designs.v1.json#questions/research-19-q3","/assets/data/product-designs.v1.json#products/research-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-19-q4","sector":"legal","lens":"research","originalWording":"How do results change when open cases are separated from completed cases?","wording":"How do results change when open cases are separated from completed cases?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-19-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-19"],"proposedAssociations":[],"pricingBasis":{"productId":"research-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-19-q4"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do results change when open cases are separated from completed cases?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-19-q4&kind=question&dataset=How+do+results+change+when+open+cases+are+separated+from+completed+cases%3F&question=How+do+results+change+when+open+cases+are+separated+from+completed+cases%3F&domains=Construction%2C+Contracts%2C+Legal%2C+Finance&source=%2Fresearch-datasets%2Fresearch-19-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-19-q4&kind=question&dataset=How+do+results+change+when+open+cases+are+separated+from+completed+cases%3F&question=How+do+results+change+when+open+cases+are+separated+from+completed+cases%3F&domains=Construction%2C+Contracts%2C+Legal%2C+Finance&source=%2Fresearch-datasets%2Fresearch-19-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-19-q4","/assets/data/question-designs.v1.json#questions/research-19-q4","/assets/data/product-designs.v1.json#products/research-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-20-q1","sector":"legal","lens":"research","originalWording":"How do awarded amounts compare with claimed amounts?","wording":"How do awarded amounts compare with claimed amounts?","wordingChanged":false,"studyType":"research","analyticalType":"case_outcome_description","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-20-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-20"],"proposedAssociations":[],"pricingBasis":{"productId":"research-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Cases with verified claim and award definitions; identify monetary and non-monetary components and resolved-case selection.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q1"},"unit":{"definition":"arbitration_case_with_defined_claim_components","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q1"},"outcome":{"definition":"Award amounts, award-minus-claim differences and award-to-claim ratios for comparable positive monetary claims.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q1","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Filing date for cohort entry; award or resolution date for the monetary outcome.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q1"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use claim and contract context valid at the declared comparison date; distinguish revised claims from initial claims.","censoringAndMissingness":"Treat unresolved cases as incomplete outcomes, not zero awards; retain missing, zero and non-monetary outcomes separately.","denominator":"Cases or claim components with comparable monetary values; disclose exclusions, unresolved cases and missing amounts."},"sourceConcepts":[{"concept":"Linked claim and award amounts","status":"required_unverified_for_question"},{"concept":"Currency and relevant dates","status":"required_unverified_for_question"},{"concept":"Multiple-claim aggregation rules","status":"required_unverified_for_question"},{"concept":"Resolution and award classification","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use verified case/claim/award identifiers and dated contract/business relationships.","Avoid duplicate case counts when a case contains several claims or awards.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Cases with verified claim and award definitions; identify monetary and non-monetary components and resolved-case selection.","unit":"arbitration_case_with_defined_claim_components","anchor":"Filing date for cohort entry; award or resolution date for the monetary outcome.","measure":"Award amounts, award-minus-claim differences and award-to-claim ratios for comparable positive monetary claims."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Currency, monetary definitions and case-to-claim links require source verification.","Ratios are undefined for zero or non-monetary claim denominators.","Resolved-case selection and synthetic generation assumptions limit interpretation."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Award amounts, award-minus-claim differences and award-to-claim ratios for comparable positive monetary claims."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Cases with verified claim and award definitions; identify monetary and non-monetary components and resolved-case selection."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Filing date for cohort entry; award or resolution date for the monetary outcome."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use claim and contract context valid at the declared comparison date; distinguish revised claims from initial claims."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Treat unresolved cases as incomplete outcomes, not zero awards; retain missing, zero and non-monetary outcomes separately."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-20-q1&kind=question&dataset=How+do+awarded+amounts+compare+with+claimed+amounts%3F&question=How+do+awarded+amounts+compare+with+claimed+amounts%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Business&source=%2Fresearch-datasets%2Fresearch-20-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Currency, monetary definitions and case-to-claim links require source verification.","Ratios are undefined for zero or non-monetary claim denominators.","Resolved-case selection and synthetic generation assumptions limit interpretation."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-20-q1&kind=question&dataset=How+do+awarded+amounts+compare+with+claimed+amounts%3F&question=How+do+awarded+amounts+compare+with+claimed+amounts%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Business&source=%2Fresearch-datasets%2Fresearch-20-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-20-q1","/assets/data/question-designs.v1.json#questions/research-20-q1","/assets/data/product-designs.v1.json#products/research-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-20-q2","sector":"legal","lens":"research","originalWording":"How do patterns differ by case and contract characteristics?","wording":"How do patterns differ by case and contract characteristics?","wordingChanged":false,"studyType":"research","analyticalType":"case_cohort_comparison","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-20-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-20"],"proposedAssociations":[],"pricingBasis":{"productId":"research-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Comparable case cohorts with verified contract context and explicitly defined monetary or non-monetary outcomes.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q2"},"unit":{"definition":"arbitration_case","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q2"},"outcome":{"definition":"Group-specific claim amounts, award distributions and resolution patterns using predeclared definitions.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q2","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Filing date for cohort entry; relevant contract effective dates and outcome date must be retained.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q2"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use case and contract characteristics known at the declared baseline; later case developments are separate events.","censoringAndMissingness":"Retain unresolved or partially resolved cases and unknown contract characteristics; disclose outcome-observation differences.","denominator":"Eligible cases in each characteristic group; distinguish all filings from the outcome-observable subset."},"sourceConcepts":[{"concept":"Case type and filing date","status":"required_unverified_for_question"},{"concept":"Contract characteristics valid at baseline","status":"required_unverified_for_question"},{"concept":"Linked claims and award outcomes","status":"required_unverified_for_question"},{"concept":"Currency and observation basis","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use verified case/claim/award identifiers and dated contract/business relationships.","Avoid duplicate case counts when a case contains several claims or awards.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Comparable case cohorts with verified contract context and explicitly defined monetary or non-monetary outcomes.","unit":"arbitration_case","anchor":"Filing date for cohort entry; relevant contract effective dates and outcome date must be retained.","measure":"Group-specific claim amounts, award distributions and resolution patterns using predeclared definitions."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Comparable case types, dated contract fields and monetary definitions require verification.","Observed associations do not establish causal drivers of awards.","Non-monetary and monetary outcomes must not be combined as a single amount."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Group-specific claim amounts, award distributions and resolution patterns using predeclared definitions."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Comparable case cohorts with verified contract context and explicitly defined monetary or non-monetary outcomes."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Filing date for cohort entry; relevant contract effective dates and outcome date must be retained."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use case and contract characteristics known at the declared baseline; later case developments are separate events."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unresolved or partially resolved cases and unknown contract characteristics; disclose outcome-observation differences."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-20-q2&kind=question&dataset=How+do+patterns+differ+by+case+and+contract+characteristics%3F&question=How+do+patterns+differ+by+case+and+contract+characteristics%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Business&source=%2Fresearch-datasets%2Fresearch-20-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Comparable case types, dated contract fields and monetary definitions require verification.","Observed associations do not establish causal drivers of awards.","Non-monetary and monetary outcomes must not be combined as a single amount."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-20-q2&kind=question&dataset=How+do+patterns+differ+by+case+and+contract+characteristics%3F&question=How+do+patterns+differ+by+case+and+contract+characteristics%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Business&source=%2Fresearch-datasets%2Fresearch-20-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-20-q2","/assets/data/question-designs.v1.json#questions/research-20-q2","/assets/data/product-designs.v1.json#products/research-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-20-q3","sector":"legal","lens":"research","originalWording":"Which cases are missing an award because they are unresolved?","wording":"Which cases are missing an award because they are unresolved?","wordingChanged":false,"studyType":"research","analyticalType":"case_status_and_missingness_audit","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"research-20-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-20"],"proposedAssociations":[],"pricingBasis":{"productId":"research-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Filed cases with verifiable status history and award documentation as of a declared cutoff.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q3"},"unit":{"definition":"case_at_observation_date","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q3"},"outcome":{"definition":"Counts and proportions of unresolved cases without awards, resolved cases with missing documentation, and explicit zero or non-monetary outcomes.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q3","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Declared case-observation cutoff; filing date establishes elapsed time in the system.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q3"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use only case status and award records available by cutoff; exclude later resolution when classifying earlier missingness.","censoringAndMissingness":"Right-censor unresolved cases at cutoff; keep unknown status separate rather than treating it as unresolved.","denominator":"All eligible filed cases at cutoff; separately count unresolved, resolved and unknown-status cases."},"sourceConcepts":[{"concept":"Case filing date","status":"required_unverified_for_question"},{"concept":"Dated case-status history","status":"required_unverified_for_question"},{"concept":"Award and resolution documentation","status":"required_unverified_for_question"},{"concept":"Zero, non-monetary and unknown classifications","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use verified case/claim/award identifiers and dated contract/business relationships.","Avoid duplicate case counts when a case contains several claims or awards.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Filed cases with verifiable status history and award documentation as of a declared cutoff.","unit":"case_at_observation_date","anchor":"Declared case-observation cutoff; filing date establishes elapsed time in the system.","measure":"Counts and proportions of unresolved cases without awards, resolved cases with missing documentation, and explicit zero or non-monetary outcomes."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Award absence alone does not establish that a case is unresolved.","Requires dated case status and documented resolution/award classifications, not assumed present in illustrative previews.","An as-of audit does not predict eventual award outcomes."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Counts and proportions of unresolved cases without awards, resolved cases with missing documentation, and explicit zero or non-monetary outcomes."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Filed cases with verifiable status history and award documentation as of a declared cutoff."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Declared case-observation cutoff; filing date establishes elapsed time in the system."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use only case status and award records available by cutoff; exclude later resolution when classifying earlier missingness."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Right-censor unresolved cases at cutoff; keep unknown status separate rather than treating it as unresolved."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-20-q3&kind=question&dataset=Which+cases+are+missing+an+award+because+they+are+unresolved%3F&question=Which+cases+are+missing+an+award+because+they+are+unresolved%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Business&source=%2Fresearch-datasets%2Fresearch-20-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Award absence alone does not establish that a case is unresolved.","Requires dated case status and documented resolution/award classifications, not assumed present in illustrative previews.","An as-of audit does not predict eventual award outcomes."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-20-q3&kind=question&dataset=Which+cases+are+missing+an+award+because+they+are+unresolved%3F&question=Which+cases+are+missing+an+award+because+they+are+unresolved%3F&domains=Legal%2C+Contracts%2C+Claims%2C+Business&source=%2Fresearch-datasets%2Fresearch-20-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-20-q3","/assets/data/question-designs.v1.json#questions/research-20-q3","/assets/data/product-designs.v1.json#products/research-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"research-20-q4","sector":"legal","lens":"research","originalWording":"What does a comparable analysis require for currency, dates and award definitions?","wording":"Comparable currencies, dates and award definitions for arbitration-amount comparisons.","wordingChanged":true,"studyType":"scope_requirement","analyticalType":"scoped_comparability_protocol","publicationDecision":"merge_reclassify","publicationReason":"These are required scope and comparability definitions, not an independently measured award question.","canonicalQuestionId":"research-20-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-20"],"proposedAssociations":[],"pricingBasis":{"productId":"research-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Candidate case records whose currency, monetary components, event dates and award classifications can be reviewed.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q4"},"unit":{"definition":"case_and_monetary_record_definition","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q4"},"outcome":{"definition":"A reviewed specification for currency basis, amount components, event dates, zero awards, non-monetary outcomes and unresolved cases.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q4","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Declared valuation and analysis cutoff dates must be established in the protocol; no common basis is verified yet.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/research-20-q4"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Retain original dated amounts and definitions; apply only documented, justified transformations available for the declared analysis.","censoringAndMissingness":"Specify unresolved-case and missing-award treatment before outcome analysis; no missing amount is silently converted to zero.","denominator":"Records assessed for each required comparability field; report complete, conflicting and unknown definitions separately."},"sourceConcepts":[{"concept":"Original amounts and currencies","status":"required_unverified_for_question"},{"concept":"Claim and award component definitions","status":"required_unverified_for_question"},{"concept":"Event and valuation dates","status":"required_unverified_for_question"},{"concept":"Unresolved and missing-outcome rules","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Use verified case/claim/award identifiers and dated contract/business relationships.","Avoid duplicate case counts when a case contains several claims or awards.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Candidate case records whose currency, monetary components, event dates and award classifications can be reviewed.","unit":"case_and_monetary_record_definition","anchor":"Declared valuation and analysis cutoff dates must be established in the protocol; no common basis is verified yet.","measure":"A reviewed specification for currency basis, amount components, event dates, zero awards, non-monetary outcomes and unresolved cases."},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","This remains scope confirmation, not a delivered comparable award benchmark.","Exchange, inflation or valuation data may be additional requirements; no conversion factors are asserted available.","A protocol alone does not validate the underlying case records."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"A reviewed specification for currency basis, amount components, event dates, zero awards, non-monetary outcomes and unresolved cases."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Candidate case records whose currency, monetary components, event dates and award classifications can be reviewed."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Declared valuation and analysis cutoff dates must be established in the protocol; no common basis is verified yet."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Retain original dated amounts and definitions; apply only documented, justified transformations available for the declared analysis."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Specify unresolved-case and missing-award treatment before outcome analysis; no missing amount is silently converted to zero."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=research-20-q4&kind=question&dataset=Comparable+currencies%2C+dates+and+award+definitions+for+arbitration-amount+comparisons.&question=Comparable+currencies%2C+dates+and+award+definitions+for+arbitration-amount+comparisons.&domains=Legal%2C+Contracts%2C+Claims%2C+Business&source=%2Fresearch-datasets%2Fresearch-20-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"These are required scope and comparability definitions, not an independently measured award question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","This remains scope confirmation, not a delivered comparable award benchmark.","Exchange, inflation or valuation data may be additional requirements; no conversion factors are asserted available.","A protocol alone does not validate the underlying case records."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=research-20-q4&kind=question&dataset=Comparable+currencies%2C+dates+and+award+definitions+for+arbitration-amount+comparisons.&question=Comparable+currencies%2C+dates+and+award+definitions+for+arbitration-amount+comparisons.&domains=Legal%2C+Contracts%2C+Claims%2C+Business&source=%2Fresearch-datasets%2Fresearch-20-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#research-20-q4","/assets/data/question-designs.v1.json#questions/research-20-q4","/assets/data/product-designs.v1.json#products/research-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-18-q1","sector":"legal","lens":"research","originalWording":"Which recorded project characteristics coincide with disputes?","wording":"Which recorded project characteristics coincide with disputes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-18-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-18"],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-18-q1"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which recorded project characteristics coincide with disputes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-18-q1&kind=question&dataset=Which+recorded+project+characteristics+coincide+with+disputes%3F&question=Which+recorded+project+characteristics+coincide+with+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Fgeneral-18-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-18-q1&kind=question&dataset=Which+recorded+project+characteristics+coincide+with+disputes%3F&question=Which+recorded+project+characteristics+coincide+with+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Fgeneral-18-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-18-q1","/assets/data/question-designs.v1.json#questions/general-18-q1","/assets/data/product-designs.v1.json#products/general-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-18-q2","sector":"legal","lens":"research","originalWording":"How do project finance and business context differ across cases?","wording":"How do project finance and business context differ across cases?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-18-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-18"],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-18-q2"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do project finance and business context differ across cases?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-18-q2&kind=question&dataset=How+do+project+finance+and+business+context+differ+across+cases%3F&question=How+do+project+finance+and+business+context+differ+across+cases%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Fgeneral-18-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-18-q2&kind=question&dataset=How+do+project+finance+and+business+context+differ+across+cases%3F&question=How+do+project+finance+and+business+context+differ+across+cases%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Fgeneral-18-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-18-q2","/assets/data/question-designs.v1.json#questions/general-18-q2","/assets/data/product-designs.v1.json#products/general-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-18-q3","sector":"legal","lens":"research","originalWording":"Which risk signals are available before a dispute is recorded?","wording":"Which risk signals are available before a dispute is recorded?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-18-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-18"],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-18-q3"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which risk signals are available before a dispute is recorded?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-18-q3&kind=question&dataset=Which+risk+signals+are+available+before+a+dispute+is+recorded%3F&question=Which+risk+signals+are+available+before+a+dispute+is+recorded%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Fgeneral-18-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-18-q3&kind=question&dataset=Which+risk+signals+are+available+before+a+dispute+is+recorded%3F&question=Which+risk+signals+are+available+before+a+dispute+is+recorded%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Fgeneral-18-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-18-q3","/assets/data/question-designs.v1.json#questions/general-18-q3","/assets/data/product-designs.v1.json#products/general-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-18-q4","sector":"legal","lens":"research","originalWording":"What schedule, cost and completion data would be needed for a project-delay model?","wording":"Schedule, cost and completion evidence required for a project-delay model.","wordingChanged":true,"studyType":"scope_requirement","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"A delay model requires validated planned and actual dates, costs and completion status beyond generic project and dispute context.","canonicalQuestionId":"general-18-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-18"],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-18-q4"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Schedule, cost and completion evidence required for a project-delay model.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-18-q4&kind=question&dataset=Schedule%2C+cost+and+completion+evidence+required+for+a+project-delay+model.&question=Schedule%2C+cost+and+completion+evidence+required+for+a+project-delay+model.&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Fgeneral-18-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"A delay model requires validated planned and actual dates, costs and completion status beyond generic project and dispute context."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-18-q4&kind=question&dataset=Schedule%2C+cost+and+completion+evidence+required+for+a+project-delay+model.&question=Schedule%2C+cost+and+completion+evidence+required+for+a+project-delay+model.&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Fgeneral-18-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-18-q4","/assets/data/question-designs.v1.json#questions/general-18-q4","/assets/data/product-designs.v1.json#products/general-18"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-19-q1","sector":"legal","lens":"research","originalWording":"How do recorded resolution methods differ in their case mix?","wording":"How do recorded resolution methods differ in their case mix?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-19-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-19"],"proposedAssociations":[],"pricingBasis":{"productId":"general-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-19-q1"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do recorded resolution methods differ in their case mix?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-19-q1&kind=question&dataset=How+do+recorded+resolution+methods+differ+in+their+case+mix%3F&question=How+do+recorded+resolution+methods+differ+in+their+case+mix%3F&domains=Legal%2C+Contracts%2C+Claims&source=%2Fresearch-datasets%2Fgeneral-19-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-19-q1&kind=question&dataset=How+do+recorded+resolution+methods+differ+in+their+case+mix%3F&question=How+do+recorded+resolution+methods+differ+in+their+case+mix%3F&domains=Legal%2C+Contracts%2C+Claims&source=%2Fresearch-datasets%2Fgeneral-19-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-19-q1","/assets/data/question-designs.v1.json#questions/general-19-q1","/assets/data/product-designs.v1.json#products/general-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-19-q2","sector":"legal","lens":"research","originalWording":"What outcomes are observed for each method?","wording":"What outcomes are observed for each method?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-19-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-19"],"proposedAssociations":[],"pricingBasis":{"productId":"general-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-19-q2"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What outcomes are observed for each method?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-19-q2&kind=question&dataset=What+outcomes+are+observed+for+each+method%3F&question=What+outcomes+are+observed+for+each+method%3F&domains=Legal%2C+Contracts%2C+Claims&source=%2Fresearch-datasets%2Fgeneral-19-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-19-q2&kind=question&dataset=What+outcomes+are+observed+for+each+method%3F&question=What+outcomes+are+observed+for+each+method%3F&domains=Legal%2C+Contracts%2C+Claims&source=%2Fresearch-datasets%2Fgeneral-19-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-19-q2","/assets/data/question-designs.v1.json#questions/general-19-q2","/assets/data/product-designs.v1.json#products/general-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-19-q3","sector":"legal","lens":"research","originalWording":"How does recorded resolution time vary among completed cases?","wording":"How does recorded resolution time vary among completed cases?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-19-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-19"],"proposedAssociations":[],"pricingBasis":{"productId":"general-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-19-q3"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does recorded resolution time vary among completed cases?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-19-q3&kind=question&dataset=How+does+recorded+resolution+time+vary+among+completed+cases%3F&question=How+does+recorded+resolution+time+vary+among+completed+cases%3F&domains=Legal%2C+Contracts%2C+Claims&source=%2Fresearch-datasets%2Fgeneral-19-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-19-q3&kind=question&dataset=How+does+recorded+resolution+time+vary+among+completed+cases%3F&question=How+does+recorded+resolution+time+vary+among+completed+cases%3F&domains=Legal%2C+Contracts%2C+Claims&source=%2Fresearch-datasets%2Fgeneral-19-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-19-q3","/assets/data/question-designs.v1.json#questions/general-19-q3","/assets/data/product-designs.v1.json#products/general-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-19-q4","sector":"legal","lens":"research","originalWording":"Which differences may reflect case selection rather than the method itself?","wording":"Which differences may reflect case selection rather than the method itself?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-19-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-19"],"proposedAssociations":[],"pricingBasis":{"productId":"general-19","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-19-q4"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which differences may reflect case selection rather than the method itself?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-19-q4&kind=question&dataset=Which+differences+may+reflect+case+selection+rather+than+the+method+itself%3F&question=Which+differences+may+reflect+case+selection+rather+than+the+method+itself%3F&domains=Legal%2C+Contracts%2C+Claims&source=%2Fresearch-datasets%2Fgeneral-19-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-19-q4&kind=question&dataset=Which+differences+may+reflect+case+selection+rather+than+the+method+itself%3F&question=Which+differences+may+reflect+case+selection+rather+than+the+method+itself%3F&domains=Legal%2C+Contracts%2C+Claims&source=%2Fresearch-datasets%2Fgeneral-19-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-19-q4","/assets/data/question-designs.v1.json#questions/general-19-q4","/assets/data/product-designs.v1.json#products/general-19"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-20-q1","sector":"legal","lens":"research","originalWording":"What outcomes are recorded across the available arbitration cases?","wording":"What outcomes are recorded across the available arbitration cases?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-20-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-20"],"proposedAssociations":[],"pricingBasis":{"productId":"general-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-20-q1"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What outcomes are recorded across the available arbitration cases?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-20-q1&kind=question&dataset=What+outcomes+are+recorded+across+the+available+arbitration+cases%3F&question=What+outcomes+are+recorded+across+the+available+arbitration+cases%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fgeneral-20-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-20-q1&kind=question&dataset=What+outcomes+are+recorded+across+the+available+arbitration+cases%3F&question=What+outcomes+are+recorded+across+the+available+arbitration+cases%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fgeneral-20-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-20-q1","/assets/data/question-designs.v1.json#questions/general-20-q1","/assets/data/product-designs.v1.json#products/general-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-20-q2","sector":"legal","lens":"research","originalWording":"How do awards and claim amounts compare where both are supplied?","wording":"How do awards and claim amounts compare where both are supplied?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-20-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-20"],"proposedAssociations":[],"pricingBasis":{"productId":"general-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-20-q2"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do awards and claim amounts compare where both are supplied?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-20-q2&kind=question&dataset=How+do+awards+and+claim+amounts+compare+where+both+are+supplied%3F&question=How+do+awards+and+claim+amounts+compare+where+both+are+supplied%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fgeneral-20-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-20-q2&kind=question&dataset=How+do+awards+and+claim+amounts+compare+where+both+are+supplied%3F&question=How+do+awards+and+claim+amounts+compare+where+both+are+supplied%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fgeneral-20-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-20-q2","/assets/data/question-designs.v1.json#questions/general-20-q2","/assets/data/product-designs.v1.json#products/general-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-20-q3","sector":"legal","lens":"research","originalWording":"How do patterns differ by sector and contract context?","wording":"How do patterns differ by sector and contract context?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-20-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-20"],"proposedAssociations":[],"pricingBasis":{"productId":"general-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-20-q3"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do patterns differ by sector and contract context?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-20-q3&kind=question&dataset=How+do+patterns+differ+by+sector+and+contract+context%3F&question=How+do+patterns+differ+by+sector+and+contract+context%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fgeneral-20-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-20-q3&kind=question&dataset=How+do+patterns+differ+by+sector+and+contract+context%3F&question=How+do+patterns+differ+by+sector+and+contract+context%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fgeneral-20-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-20-q3","/assets/data/question-designs.v1.json#questions/general-20-q3","/assets/data/product-designs.v1.json#products/general-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"general-20-q4","sector":"legal","lens":"research","originalWording":"Which records describe a final outcome and which remain incomplete?","wording":"Which records describe a final outcome and which remain incomplete?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"general-20-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["general-20"],"proposedAssociations":[],"pricingBasis":{"productId":"general-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/general-20-q4"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which records describe a final outcome and which remain incomplete?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated case/procedure/resolution records and stable case identity","status":"required_unverified_for_question"},{"concept":"Explicit related-case and source-domain links","status":"required_unverified_for_question"},{"concept":"Effective resolution/remedy/obligation state and observation cutoff","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=general-20-q4&kind=question&dataset=Which+records+describe+a+final+outcome+and+which+remain+incomplete%3F&question=Which+records+describe+a+final+outcome+and+which+remain+incomplete%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fgeneral-20-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Confirm fields, outcomes and observation periods before analysing or modelling these synthetic records.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=general-20-q4&kind=question&dataset=Which+records+describe+a+final+outcome+and+which+remain+incomplete%3F&question=Which+records+describe+a+final+outcome+and+which+remain+incomplete%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Fgeneral-20-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#general-20-q4","/assets/data/question-designs.v1.json#questions/general-20-q4","/assets/data/product-designs.v1.json#products/general-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-01-q1","sector":"ai-evaluation","lens":"ai","originalWording":"Can the model connect a resident to the correct household and employment history?","wording":"Can the model connect a resident to the correct household and employment history?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-01-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-01"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-01-q1"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can the model connect a resident to the correct household and employment history?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-01-q1&kind=question&dataset=Can+the+model+connect+a+resident+to+the+correct+household+and+employment+history%3F&question=Can+the+model+connect+a+resident+to+the+correct+household+and+employment+history%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fai-01-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-01-q1&kind=question&dataset=Can+the+model+connect+a+resident+to+the+correct+household+and+employment+history%3F&question=Can+the+model+connect+a+resident+to+the+correct+household+and+employment+history%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fai-01-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-01-q1","/assets/data/question-designs.v1.json#questions/ai-01-q1","/assets/data/product-designs.v1.json#products/ai-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-01-q2","sector":"ai-evaluation","lens":"ai","originalWording":"Can it answer a question that requires evidence from more than one life area?","wording":"Can an AI assistant answer a question that requires evidence from more than one life area?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-01-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-01"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-01-q2"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant answer a question that requires evidence from more than one life area?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-01-q2&kind=question&dataset=Can+an+AI+assistant+answer+a+question+that+requires+evidence+from+more+than+one+life+area%3F&question=Can+an+AI+assistant+answer+a+question+that+requires+evidence+from+more+than+one+life+area%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fai-01-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-01-q2&kind=question&dataset=Can+an+AI+assistant+answer+a+question+that+requires+evidence+from+more+than+one+life+area%3F&question=Can+an+AI+assistant+answer+a+question+that+requires+evidence+from+more+than+one+life+area%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fai-01-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-01-q2","/assets/data/question-designs.v1.json#questions/ai-01-q2","/assets/data/product-designs.v1.json#products/ai-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-01-q3","sector":"ai-evaluation","lens":"ai","originalWording":"Does it distinguish a missing record from evidence that an event did not happen?","wording":"Does an AI assistant distinguish a missing record from evidence that an event did not happen?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-01-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-01"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-01-q3"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant distinguish a missing record from evidence that an event did not happen?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-01-q3&kind=question&dataset=Does+an+AI+assistant+distinguish+a+missing+record+from+evidence+that+an+event+did+not+happen%3F&question=Does+an+AI+assistant+distinguish+a+missing+record+from+evidence+that+an+event+did+not+happen%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fai-01-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-01-q3&kind=question&dataset=Does+an+AI+assistant+distinguish+a+missing+record+from+evidence+that+an+event+did+not+happen%3F&question=Does+an+AI+assistant+distinguish+a+missing+record+from+evidence+that+an+event+did+not+happen%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fai-01-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-01-q3","/assets/data/question-designs.v1.json#questions/ai-01-q3","/assets/data/product-designs.v1.json#products/ai-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-01-q4","sector":"ai-evaluation","lens":"ai","originalWording":"Can each answer identify the records that support it?","wording":"Can each answer identify the records that support it?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-01-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-01"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-01-q4"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can each answer identify the records that support it?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-01-q4&kind=question&dataset=Can+each+answer+identify+the+records+that+support+it%3F&question=Can+each+answer+identify+the+records+that+support+it%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fai-01-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-01-q4&kind=question&dataset=Can+each+answer+identify+the+records+that+support+it%3F&question=Can+each+answer+identify+the+records+that+support+it%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fai-01-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-01-q4","/assets/data/question-designs.v1.json#questions/ai-01-q4","/assets/data/product-designs.v1.json#products/ai-01"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-02-q1","sector":"ai-evaluation","lens":"ai","originalWording":"Can the model put events in chronological order without inventing dates?","wording":"Can the model put events in chronological order without inventing dates?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-02-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-02-q1"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can the model put events in chronological order without inventing dates?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-02-q1&kind=question&dataset=Can+the+model+put+events+in+chronological+order+without+inventing+dates%3F&question=Can+the+model+put+events+in+chronological+order+without+inventing+dates%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fai-02-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-02-q1&kind=question&dataset=Can+the+model+put+events+in+chronological+order+without+inventing+dates%3F&question=Can+the+model+put+events+in+chronological+order+without+inventing+dates%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fai-02-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-02-q1","/assets/data/question-designs.v1.json#questions/ai-02-q1","/assets/data/product-designs.v1.json#products/ai-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-02-q2","sector":"ai-evaluation","lens":"ai","originalWording":"Can it answer what was known as of a specified date?","wording":"Can an AI assistant answer what was known as of a specified date?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-02-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-02-q2"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant answer what was known as of a specified date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-02-q2&kind=question&dataset=Can+an+AI+assistant+answer+what+was+known+as+of+a+specified+date%3F&question=Can+an+AI+assistant+answer+what+was+known+as+of+a+specified+date%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fai-02-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-02-q2&kind=question&dataset=Can+an+AI+assistant+answer+what+was+known+as+of+a+specified+date%3F&question=Can+an+AI+assistant+answer+what+was+known+as+of+a+specified+date%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fai-02-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-02-q2","/assets/data/question-designs.v1.json#questions/ai-02-q2","/assets/data/product-designs.v1.json#products/ai-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-02-q3","sector":"ai-evaluation","lens":"ai","originalWording":"Does it distinguish overlapping episodes from sequential events?","wording":"Does an AI assistant distinguish overlapping episodes from sequential events?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-02-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-02-q3"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant distinguish overlapping episodes from sequential events?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-02-q3&kind=question&dataset=Does+an+AI+assistant+distinguish+overlapping+episodes+from+sequential+events%3F&question=Does+an+AI+assistant+distinguish+overlapping+episodes+from+sequential+events%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fai-02-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-02-q3&kind=question&dataset=Does+an+AI+assistant+distinguish+overlapping+episodes+from+sequential+events%3F&question=Does+an+AI+assistant+distinguish+overlapping+episodes+from+sequential+events%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fai-02-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-02-q3","/assets/data/question-designs.v1.json#questions/ai-02-q3","/assets/data/product-designs.v1.json#products/ai-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-02-q4","sector":"ai-evaluation","lens":"ai","originalWording":"Can it explain an incomplete timeline without filling gaps with guesses?","wording":"Can an AI assistant explain an incomplete timeline without filling gaps with guesses?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-02-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-02"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-02-q4"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant explain an incomplete timeline without filling gaps with guesses?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-02-q4&kind=question&dataset=Can+an+AI+assistant+explain+an+incomplete+timeline+without+filling+gaps+with+guesses%3F&question=Can+an+AI+assistant+explain+an+incomplete+timeline+without+filling+gaps+with+guesses%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fai-02-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-02-q4&kind=question&dataset=Can+an+AI+assistant+explain+an+incomplete+timeline+without+filling+gaps+with+guesses%3F&question=Can+an+AI+assistant+explain+an+incomplete+timeline+without+filling+gaps+with+guesses%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fai-02-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-02-q4","/assets/data/question-designs.v1.json#questions/ai-02-q4","/assets/data/product-designs.v1.json#products/ai-02"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-09-q1","sector":"ai-evaluation","lens":"ai","originalWording":"Can an answer follow resident-to-employer-to-business relationships correctly?","wording":"Can an answer follow resident-to-employer-to-business relationships correctly?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-09-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-09"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-09-q1"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an answer follow resident-to-employer-to-business relationships correctly?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-09-q1&kind=question&dataset=Can+an+answer+follow+resident-to-employer-to-business+relationships+correctly%3F&question=Can+an+answer+follow+resident-to-employer-to-business+relationships+correctly%3F&domains=Demographics%2C+Households%2C+Business%2C+Employment&source=%2Fresearch-datasets%2Fai-09-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-09-q1&kind=question&dataset=Can+an+answer+follow+resident-to-employer-to-business+relationships+correctly%3F&question=Can+an+answer+follow+resident-to-employer-to-business+relationships+correctly%3F&domains=Demographics%2C+Households%2C+Business%2C+Employment&source=%2Fresearch-datasets%2Fai-09-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-09-q1","/assets/data/question-designs.v1.json#questions/ai-09-q1","/assets/data/product-designs.v1.json#products/ai-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-09-q2","sector":"ai-evaluation","lens":"ai","originalWording":"Does retrieval find every record needed for a multi-part question?","wording":"Does retrieval find every record needed for a multi-part question?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-09-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-09"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-09-q2"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does retrieval find every record needed for a multi-part question?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-09-q2&kind=question&dataset=Does+retrieval+find+every+record+needed+for+a+multi-part+question%3F&question=Does+retrieval+find+every+record+needed+for+a+multi-part+question%3F&domains=Demographics%2C+Households%2C+Business%2C+Employment&source=%2Fresearch-datasets%2Fai-09-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-09-q2&kind=question&dataset=Does+retrieval+find+every+record+needed+for+a+multi-part+question%3F&question=Does+retrieval+find+every+record+needed+for+a+multi-part+question%3F&domains=Demographics%2C+Households%2C+Business%2C+Employment&source=%2Fresearch-datasets%2Fai-09-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-09-q2","/assets/data/question-designs.v1.json#questions/ai-09-q2","/assets/data/product-designs.v1.json#products/ai-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-09-q3","sector":"ai-evaluation","lens":"ai","originalWording":"Can answers cite the correct entities and dates?","wording":"Can answers cite the correct entities and dates?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-09-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-09"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-09-q3"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can answers cite the correct entities and dates?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-09-q3&kind=question&dataset=Can+answers+cite+the+correct+entities+and+dates%3F&question=Can+answers+cite+the+correct+entities+and+dates%3F&domains=Demographics%2C+Households%2C+Business%2C+Employment&source=%2Fresearch-datasets%2Fai-09-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-09-q3&kind=question&dataset=Can+answers+cite+the+correct+entities+and+dates%3F&question=Can+answers+cite+the+correct+entities+and+dates%3F&domains=Demographics%2C+Households%2C+Business%2C+Employment&source=%2Fresearch-datasets%2Fai-09-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-09-q3","/assets/data/question-designs.v1.json#questions/ai-09-q3","/assets/data/product-designs.v1.json#products/ai-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-09-q4","sector":"ai-evaluation","lens":"ai","originalWording":"Does the system refuse unsupported relationship shortcuts?","wording":"Does the system refuse unsupported relationship shortcuts?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-09-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-09"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-09","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-09-q4"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does the system refuse unsupported relationship shortcuts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-09-q4&kind=question&dataset=Does+the+system+refuse+unsupported+relationship+shortcuts%3F&question=Does+the+system+refuse+unsupported+relationship+shortcuts%3F&domains=Demographics%2C+Households%2C+Business%2C+Employment&source=%2Fresearch-datasets%2Fai-09-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-09-q4&kind=question&dataset=Does+the+system+refuse+unsupported+relationship+shortcuts%3F&question=Does+the+system+refuse+unsupported+relationship+shortcuts%3F&domains=Demographics%2C+Households%2C+Business%2C+Employment&source=%2Fresearch-datasets%2Fai-09-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-09-q4","/assets/data/question-designs.v1.json#questions/ai-09-q4","/assets/data/product-designs.v1.json#products/ai-09"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-10-q1","sector":"ai-evaluation","lens":"ai","originalWording":"Can a resolver link the correct person across multiple domain records?","wording":"Can a resolver link the correct person across multiple domain records?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-10-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-10"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-10-q1"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a resolver link the correct person across multiple domain records?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-10-q1&kind=question&dataset=Can+a+resolver+link+the+correct+person+across+multiple+domain+records%3F&question=Can+a+resolver+link+the+correct+person+across+multiple+domain+records%3F&domains=Demographics%2C+Households%2C+Employment%2C+Business&source=%2Fresearch-datasets%2Fai-10-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-10-q1&kind=question&dataset=Can+a+resolver+link+the+correct+person+across+multiple+domain+records%3F&question=Can+a+resolver+link+the+correct+person+across+multiple+domain+records%3F&domains=Demographics%2C+Households%2C+Employment%2C+Business&source=%2Fresearch-datasets%2Fai-10-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-10-q1","/assets/data/question-designs.v1.json#questions/ai-10-q1","/assets/data/product-designs.v1.json#products/ai-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-10-q2","sector":"ai-evaluation","lens":"ai","originalWording":"How does matching handle similar names and incomplete attributes?","wording":"How does matching handle similar names and incomplete attributes?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-10-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-10"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-10-q2"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does matching handle similar names and incomplete attributes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-10-q2&kind=question&dataset=How+does+matching+handle+similar+names+and+incomplete+attributes%3F&question=How+does+matching+handle+similar+names+and+incomplete+attributes%3F&domains=Demographics%2C+Households%2C+Employment%2C+Business&source=%2Fresearch-datasets%2Fai-10-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-10-q2&kind=question&dataset=How+does+matching+handle+similar+names+and+incomplete+attributes%3F&question=How+does+matching+handle+similar+names+and+incomplete+attributes%3F&domains=Demographics%2C+Households%2C+Employment%2C+Business&source=%2Fresearch-datasets%2Fai-10-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-10-q2","/assets/data/question-designs.v1.json#questions/ai-10-q2","/assets/data/product-designs.v1.json#products/ai-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-10-q3","sector":"ai-evaluation","lens":"ai","originalWording":"Can it avoid merging distinct synthetic residents?","wording":"Can an AI assistant avoid merging distinct synthetic residents?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-10-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-10"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-10-q3"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant avoid merging distinct synthetic residents?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-10-q3&kind=question&dataset=Can+an+AI+assistant+avoid+merging+distinct+synthetic+residents%3F&question=Can+an+AI+assistant+avoid+merging+distinct+synthetic+residents%3F&domains=Demographics%2C+Households%2C+Employment%2C+Business&source=%2Fresearch-datasets%2Fai-10-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-10-q3&kind=question&dataset=Can+an+AI+assistant+avoid+merging+distinct+synthetic+residents%3F&question=Can+an+AI+assistant+avoid+merging+distinct+synthetic+residents%3F&domains=Demographics%2C+Households%2C+Employment%2C+Business&source=%2Fresearch-datasets%2Fai-10-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-10-q3","/assets/data/question-designs.v1.json#questions/ai-10-q3","/assets/data/product-designs.v1.json#products/ai-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-10-q4","sector":"ai-evaluation","lens":"ai","originalWording":"What labelled matches, non-matches and controlled variations are needed for a defensible test?","wording":"Labelled matches, non-matches and controlled variations required for entity-resolution evaluation.","wordingChanged":true,"studyType":"scope_requirement","analyticalType":"grounded_ai_evaluation","publicationDecision":"merge_reclassify","publicationReason":"Reference labels and controlled test cases are evidence requirements; the question does not itself define a measured resolver task.","canonicalQuestionId":"ai-10-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-10"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-10-q4"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Labelled matches, non-matches and controlled variations required for entity-resolution evaluation.","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-10-q4&kind=question&dataset=Labelled+matches%2C+non-matches+and+controlled+variations+required+for+entity-resolution+evaluation.&question=Labelled+matches%2C+non-matches+and+controlled+variations+required+for+entity-resolution+evaluation.&domains=Demographics%2C+Households%2C+Employment%2C+Business&source=%2Fresearch-datasets%2Fai-10-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"reclassified","detail":"Reference labels and controlled test cases are evidence requirements; the question does not itself define a measured resolver task."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-10-q4&kind=question&dataset=Labelled+matches%2C+non-matches+and+controlled+variations+required+for+entity-resolution+evaluation.&question=Labelled+matches%2C+non-matches+and+controlled+variations+required+for+entity-resolution+evaluation.&domains=Demographics%2C+Households%2C+Employment%2C+Business&source=%2Fresearch-datasets%2Fai-10-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-10-q4","/assets/data/question-designs.v1.json#questions/ai-10-q4","/assets/data/product-designs.v1.json#products/ai-10"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-11-q1","sector":"ai-evaluation","lens":"ai","originalWording":"Does a summary preserve the order of education, work and health events?","wording":"Does a summary preserve the order of education, work and health events?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-11-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-11"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-11-q1"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does a summary preserve the order of education, work and health events?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-11-q1&kind=question&dataset=Does+a+summary+preserve+the+order+of+education%2C+work+and+health+events%3F&question=Does+a+summary+preserve+the+order+of+education%2C+work+and+health+events%3F&domains=Demographics%2C+Education%2C+Employment%2C+Health&source=%2Fresearch-datasets%2Fai-11-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-11-q1&kind=question&dataset=Does+a+summary+preserve+the+order+of+education%2C+work+and+health+events%3F&question=Does+a+summary+preserve+the+order+of+education%2C+work+and+health+events%3F&domains=Demographics%2C+Education%2C+Employment%2C+Health&source=%2Fresearch-datasets%2Fai-11-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-11-q1","/assets/data/question-designs.v1.json#questions/ai-11-q1","/assets/data/product-designs.v1.json#products/ai-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-11-q2","sector":"ai-evaluation","lens":"ai","originalWording":"Can the model identify incompatible dates in supplied records?","wording":"Can the model identify incompatible dates in supplied records?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-11-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-11"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-11-q2"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can the model identify incompatible dates in supplied records?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-11-q2&kind=question&dataset=Can+the+model+identify+incompatible+dates+in+supplied+records%3F&question=Can+the+model+identify+incompatible+dates+in+supplied+records%3F&domains=Demographics%2C+Education%2C+Employment%2C+Health&source=%2Fresearch-datasets%2Fai-11-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-11-q2&kind=question&dataset=Can+the+model+identify+incompatible+dates+in+supplied+records%3F&question=Can+the+model+identify+incompatible+dates+in+supplied+records%3F&domains=Demographics%2C+Education%2C+Employment%2C+Health&source=%2Fresearch-datasets%2Fai-11-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-11-q2","/assets/data/question-designs.v1.json#questions/ai-11-q2","/assets/data/product-designs.v1.json#products/ai-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-11-q3","sector":"ai-evaluation","lens":"ai","originalWording":"Does it avoid treating current attributes as true throughout a resident's past?","wording":"Does an AI assistant avoid treating current attributes as true throughout a resident's past?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-11-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-11"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-11-q3"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant avoid treating current attributes as true throughout a resident's past?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-11-q3&kind=question&dataset=Does+an+AI+assistant+avoid+treating+current+attributes+as+true+throughout+a+resident%27s+past%3F&question=Does+an+AI+assistant+avoid+treating+current+attributes+as+true+throughout+a+resident%27s+past%3F&domains=Demographics%2C+Education%2C+Employment%2C+Health&source=%2Fresearch-datasets%2Fai-11-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-11-q3&kind=question&dataset=Does+an+AI+assistant+avoid+treating+current+attributes+as+true+throughout+a+resident%27s+past%3F&question=Does+an+AI+assistant+avoid+treating+current+attributes+as+true+throughout+a+resident%27s+past%3F&domains=Demographics%2C+Education%2C+Employment%2C+Health&source=%2Fresearch-datasets%2Fai-11-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-11-q3","/assets/data/question-designs.v1.json#questions/ai-11-q3","/assets/data/product-designs.v1.json#products/ai-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-11-q4","sector":"ai-evaluation","lens":"ai","originalWording":"Can it distinguish source inconsistencies from its own reasoning errors?","wording":"Can an AI assistant distinguish source inconsistencies from its own reasoning errors?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-11-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-11"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-11","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-11-q4"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant distinguish source inconsistencies from its own reasoning errors?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-11-q4&kind=question&dataset=Can+an+AI+assistant+distinguish+source+inconsistencies+from+its+own+reasoning+errors%3F&question=Can+an+AI+assistant+distinguish+source+inconsistencies+from+its+own+reasoning+errors%3F&domains=Demographics%2C+Education%2C+Employment%2C+Health&source=%2Fresearch-datasets%2Fai-11-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-11-q4&kind=question&dataset=Can+an+AI+assistant+distinguish+source+inconsistencies+from+its+own+reasoning+errors%3F&question=Can+an+AI+assistant+distinguish+source+inconsistencies+from+its+own+reasoning+errors%3F&domains=Demographics%2C+Education%2C+Employment%2C+Health&source=%2Fresearch-datasets%2Fai-11-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-11-q4","/assets/data/question-designs.v1.json#questions/ai-11-q4","/assets/data/product-designs.v1.json#products/ai-11"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-12-q1","sector":"ai-evaluation","lens":"ai","originalWording":"Does graph retrieval recover the relationships needed to answer a question?","wording":"Does graph retrieval recover the relationships needed to answer a question?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_retrieval_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-12-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-12"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Reviewed questions with allowed source records and an adjudicated set of necessary relationships or explicit insufficient evidence.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q1"},"unit":{"definition":"question_with_dated_evidence_graph","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q1"},"outcome":{"definition":"Recall and precision of required evidence relationships, with completeness of each retrieved evidence path.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q1","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Question-specific as-of date defining the allowed graph and source corpus.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q1"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Retrieve only records and relationships valid and available at the question cutoff; exclude later graph additions.","censoringAndMissingness":"Unknown or incomplete dated relationships remain insufficient evidence; no follow-up outcome is inferred from absent edges.","denominator":"Evaluable questions and required evidence relations per question; unsupported questions are reported separately."},"sourceConcepts":[{"concept":"Question and allowed source records","status":"required_unverified_for_question"},{"concept":"Reviewed necessary relationships","status":"required_unverified_for_question"},{"concept":"Dated source-record links","status":"required_unverified_for_question"},{"concept":"Retrieved evidence paths","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Preserve stable source-record IDs and effective dates on evidence paths.","Keep evaluation questions and reference answers out of training or prompt-tuning material.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Reviewed questions with allowed source records and an adjudicated set of necessary relationships or explicit insufficient evidence.","unit":"question_with_dated_evidence_graph","anchor":"Question-specific as-of date defining the allowed graph and source corpus.","measure":"Recall and precision of required evidence relationships, with completeness of each retrieved evidence path."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Reference paths, source IDs and scoring judgments require verification and may need additional delivery scope.","Retrieving a path does not itself establish answer correctness.","Graph absence may reflect incomplete records rather than a verified negative relationship."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Recall and precision of required evidence relationships, with completeness of each retrieved evidence path."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Reviewed questions with allowed source records and an adjudicated set of necessary relationships or explicit insufficient evidence."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Question-specific as-of date defining the allowed graph and source corpus."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Retrieve only records and relationships valid and available at the question cutoff; exclude later graph additions."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Unknown or incomplete dated relationships remain insufficient evidence; no follow-up outcome is inferred from absent edges."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-12-q1&kind=question&dataset=Does+graph+retrieval+recover+the+relationships+needed+to+answer+a+question%3F&question=Does+graph+retrieval+recover+the+relationships+needed+to+answer+a+question%3F&domains=Households%2C+Business%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-12-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Reference paths, source IDs and scoring judgments require verification and may need additional delivery scope.","Retrieving a path does not itself establish answer correctness.","Graph absence may reflect incomplete records rather than a verified negative relationship."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-12-q1&kind=question&dataset=Does+graph+retrieval+recover+the+relationships+needed+to+answer+a+question%3F&question=Does+graph+retrieval+recover+the+relationships+needed+to+answer+a+question%3F&domains=Households%2C+Business%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-12-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-12-q1","/assets/data/question-designs.v1.json#questions/ai-12-q1","/assets/data/product-designs.v1.json#products/ai-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-12-q2","sector":"ai-evaluation","lens":"ai","originalWording":"Can the answer trace its claims to source nodes and records?","wording":"Can the answer trace its claims to source nodes and records?","wordingChanged":false,"studyType":"research","analyticalType":"answer_evidence_traceability_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-12-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-12"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Generated answers to reviewed questions with accessible dated source records and an adjudicated citation-support rubric.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q2"},"unit":{"definition":"answer_claim_with_source_citations","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q2"},"outcome":{"definition":"Supported-claim proportion, citation correctness and completeness, and unsupported-claim rate.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q2","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Question-specific as-of date for the permitted evidence.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q2"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Accept support only from allowed records available by cutoff; later evidence cannot validate an earlier answer.","censoringAndMissingness":"Missing or ambiguous support yields unsupported or insufficient-evidence status; it is not replaced by inferred facts.","denominator":"Substantive answer claims and their citations; report unsupported or unanswerable questions separately."},"sourceConcepts":[{"concept":"Question and generated answer","status":"required_unverified_for_question"},{"concept":"Individual answer claims","status":"required_unverified_for_question"},{"concept":"Cited source records and dates","status":"required_unverified_for_question"},{"concept":"Reviewed claim-support judgments","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Preserve stable source-record IDs and effective dates on evidence paths.","Keep evaluation questions and reference answers out of training or prompt-tuning material.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Generated answers to reviewed questions with accessible dated source records and an adjudicated citation-support rubric.","unit":"answer_claim_with_source_citations","anchor":"Question-specific as-of date for the permitted evidence.","measure":"Supported-claim proportion, citation correctness and completeness, and unsupported-claim rate."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Dated reference records, reviewed answers and claim-support judgments are additional requirements, not confirmed supplied files.","A citation link alone is not proof that the cited record supports a claim.","Synthetic traceability results do not establish real-world answer reliability."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Supported-claim proportion, citation correctness and completeness, and unsupported-claim rate."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Generated answers to reviewed questions with accessible dated source records and an adjudicated citation-support rubric."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Question-specific as-of date for the permitted evidence."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Accept support only from allowed records available by cutoff; later evidence cannot validate an earlier answer."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Missing or ambiguous support yields unsupported or insufficient-evidence status; it is not replaced by inferred facts."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-12-q2&kind=question&dataset=Can+the+answer+trace+its+claims+to+source+nodes+and+records%3F&question=Can+the+answer+trace+its+claims+to+source+nodes+and+records%3F&domains=Households%2C+Business%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-12-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Dated reference records, reviewed answers and claim-support judgments are additional requirements, not confirmed supplied files.","A citation link alone is not proof that the cited record supports a claim.","Synthetic traceability results do not establish real-world answer reliability."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-12-q2&kind=question&dataset=Can+the+answer+trace+its+claims+to+source+nodes+and+records%3F&question=Can+the+answer+trace+its+claims+to+source+nodes+and+records%3F&domains=Households%2C+Business%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-12-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-12-q2","/assets/data/question-designs.v1.json#questions/ai-12-q2","/assets/data/product-designs.v1.json#products/ai-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-12-q3","sector":"ai-evaluation","lens":"ai","originalWording":"How do multi-hop answers compare with a flat retrieval baseline?","wording":"How do multi-hop answers compare with a flat retrieval baseline?","wordingChanged":false,"studyType":"research","analyticalType":"controlled_retrieval_comparison","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-12-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-12"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Reviewed multi-hop questions with common dated corpus, adjudicated answers and evidence paths.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q3"},"unit":{"definition":"matched_question_method_pair","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q3"},"outcome":{"definition":"Paired differences in grounded answer accuracy, evidence coverage, unsupported claims and query cost.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q3","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Shared question-specific as-of date for both retrieval methods.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q3"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use the same permitted dated corpus and prevent later records, reference answers or test cases from informing retrieval setup.","censoringAndMissingness":"No future evidence is added to incomplete contexts; abstentions, retrieval failures and insufficient-evidence cases remain visible.","denominator":"Matched evaluable questions answered under both methods; retain unsupported and failed-query cases in reporting."},"sourceConcepts":[{"concept":"Reviewed multi-hop questions and answers","status":"required_unverified_for_question"},{"concept":"Shared dated source corpus","status":"required_unverified_for_question"},{"concept":"Graph and flat retrieval outputs","status":"required_unverified_for_question"},{"concept":"Evidence paths and query cost","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Preserve stable source-record IDs and effective dates on evidence paths.","Keep evaluation questions and reference answers out of training or prompt-tuning material.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Reviewed multi-hop questions with common dated corpus, adjudicated answers and evidence paths.","unit":"matched_question_method_pair","anchor":"Shared question-specific as-of date for both retrieval methods.","measure":"Paired differences in grounded answer accuracy, evidence coverage, unsupported claims and query cost."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Reviewed gold answers, multi-hop evidence paths and executable baseline specifications require verification.","Graph and flat methods must access equivalent source information for a meaningful comparison.","Improvement on synthetic tasks does not establish real-world deployment gains."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Paired differences in grounded answer accuracy, evidence coverage, unsupported claims and query cost."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Reviewed multi-hop questions with common dated corpus, adjudicated answers and evidence paths."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Shared question-specific as-of date for both retrieval methods."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use the same permitted dated corpus and prevent later records, reference answers or test cases from informing retrieval setup."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"No future evidence is added to incomplete contexts; abstentions, retrieval failures and insufficient-evidence cases remain visible."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-12-q3&kind=question&dataset=How+do+multi-hop+answers+compare+with+a+flat+retrieval+baseline%3F&question=How+do+multi-hop+answers+compare+with+a+flat+retrieval+baseline%3F&domains=Households%2C+Business%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-12-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Reviewed gold answers, multi-hop evidence paths and executable baseline specifications require verification.","Graph and flat methods must access equivalent source information for a meaningful comparison.","Improvement on synthetic tasks does not establish real-world deployment gains."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-12-q3&kind=question&dataset=How+do+multi-hop+answers+compare+with+a+flat+retrieval+baseline%3F&question=How+do+multi-hop+answers+compare+with+a+flat+retrieval+baseline%3F&domains=Households%2C+Business%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-12-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-12-q3","/assets/data/question-designs.v1.json#questions/ai-12-q3","/assets/data/product-designs.v1.json#products/ai-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-12-q4","sector":"ai-evaluation","lens":"ai","originalWording":"Does the system explain an absent relationship instead of inventing a link?","wording":"Does the system explain an absent relationship instead of inventing a link?","wordingChanged":false,"studyType":"research","analyticalType":"abstention_and_unsupported_link_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-12-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-12"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-12","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Reviewed questions with answerable relationships, documented negatives where justified, and deliberately insufficient-evidence cases.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q4"},"unit":{"definition":"relationship_question_at_cutoff","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q4"},"outcome":{"definition":"Appropriate insufficient-evidence responses, invented-link rate and accuracy on supported or explicitly negative relationships.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q4","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Question-specific as-of date and permitted source snapshot.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-12-q4"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Judge only relationships supported by records available at cutoff; later links do not justify earlier assertions.","censoringAndMissingness":"Absence of a graph edge remains unknown unless a complete, validated relationship universe establishes a negative.","denominator":"Reviewed questions by evidence category; report abstention and unsupported-link rates within each category."},"sourceConcepts":[{"concept":"Question and allowed records","status":"required_unverified_for_question"},{"concept":"Supported relationship evidence","status":"required_unverified_for_question"},{"concept":"Reviewed negative or unknown cases","status":"required_unverified_for_question"},{"concept":"Answer and source citations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Preserve stable source-record IDs and effective dates on evidence paths.","Keep evaluation questions and reference answers out of training or prompt-tuning material.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Reviewed questions with answerable relationships, documented negatives where justified, and deliberately insufficient-evidence cases.","unit":"relationship_question_at_cutoff","anchor":"Question-specific as-of date and permitted source snapshot.","measure":"Appropriate insufficient-evidence responses, invented-link rate and accuracy on supported or explicitly negative relationships."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","The reference evidence categories and verified-negative criteria require review; they are not inferred from missing edges.","Additional adjudicated unsupported cases may be required; no ready gold-answer set is asserted.","A plausible explanation without source support is not a correct grounded answer."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Appropriate insufficient-evidence responses, invented-link rate and accuracy on supported or explicitly negative relationships."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Reviewed questions with answerable relationships, documented negatives where justified, and deliberately insufficient-evidence cases."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Question-specific as-of date and permitted source snapshot."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Judge only relationships supported by records available at cutoff; later links do not justify earlier assertions."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Absence of a graph edge remains unknown unless a complete, validated relationship universe establishes a negative."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-12-q4&kind=question&dataset=Does+the+system+explain+an+absent+relationship+instead+of+inventing+a+link%3F&question=Does+the+system+explain+an+absent+relationship+instead+of+inventing+a+link%3F&domains=Households%2C+Business%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-12-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","The reference evidence categories and verified-negative criteria require review; they are not inferred from missing edges.","Additional adjudicated unsupported cases may be required; no ready gold-answer set is asserted.","A plausible explanation without source support is not a correct grounded answer."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-12-q4&kind=question&dataset=Does+the+system+explain+an+absent+relationship+instead+of+inventing+a+link%3F&question=Does+the+system+explain+an+absent+relationship+instead+of+inventing+a+link%3F&domains=Households%2C+Business%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-12-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-12-q4","/assets/data/question-designs.v1.json#questions/ai-12-q4","/assets/data/product-designs.v1.json#products/ai-12"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-13-q1","sector":"ai-evaluation","lens":"ai","originalWording":"Can an agent maintain the same resident identity across a multi-step workflow?","wording":"Can an agent maintain the same resident identity across a multi-step workflow?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-13-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-13-q1"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an agent maintain the same resident identity across a multi-step workflow?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-13-q1&kind=question&dataset=Can+an+agent+maintain+the+same+resident+identity+across+a+multi-step+workflow%3F&question=Can+an+agent+maintain+the+same+resident+identity+across+a+multi-step+workflow%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-13-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-13-q1&kind=question&dataset=Can+an+agent+maintain+the+same+resident+identity+across+a+multi-step+workflow%3F&question=Can+an+agent+maintain+the+same+resident+identity+across+a+multi-step+workflow%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-13-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-13-q1","/assets/data/question-designs.v1.json#questions/ai-13-q1","/assets/data/product-designs.v1.json#products/ai-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-13-q2","sector":"ai-evaluation","lens":"ai","originalWording":"Does it update its context when a dated household or employment event occurs?","wording":"Does an AI assistant update its context when a dated household or employment event occurs?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-13-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-13-q2"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant update its context when a dated household or employment event occurs?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-13-q2&kind=question&dataset=Does+an+AI+assistant+update+its+context+when+a+dated+household+or+employment+event+occurs%3F&question=Does+an+AI+assistant+update+its+context+when+a+dated+household+or+employment+event+occurs%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-13-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-13-q2&kind=question&dataset=Does+an+AI+assistant+update+its+context+when+a+dated+household+or+employment+event+occurs%3F&question=Does+an+AI+assistant+update+its+context+when+a+dated+household+or+employment+event+occurs%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-13-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-13-q2","/assets/data/question-designs.v1.json#questions/ai-13-q2","/assets/data/product-designs.v1.json#products/ai-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-13-q3","sector":"ai-evaluation","lens":"ai","originalWording":"Can repeated runs be compared against the same supplied history?","wording":"Can repeated runs be compared against the same supplied history?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-13-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-13-q3"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can repeated runs be compared against the same supplied history?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-13-q3&kind=question&dataset=Can+repeated+runs+be+compared+against+the+same+supplied+history%3F&question=Can+repeated+runs+be+compared+against+the+same+supplied+history%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-13-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-13-q3&kind=question&dataset=Can+repeated+runs+be+compared+against+the+same+supplied+history%3F&question=Can+repeated+runs+be+compared+against+the+same+supplied+history%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-13-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-13-q3","/assets/data/question-designs.v1.json#questions/ai-13-q3","/assets/data/product-designs.v1.json#products/ai-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-13-q4","sector":"ai-evaluation","lens":"ai","originalWording":"Which decisions come from source records, and which are assumptions introduced by the simulation?","wording":"Which decisions come from source records, and which are assumptions introduced by the simulation?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-13-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-13"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-13-q4"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which decisions come from source records, and which are assumptions introduced by the simulation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-13-q4&kind=question&dataset=Which+decisions+come+from+source+records%2C+and+which+are+assumptions+introduced+by+the+simulation%3F&question=Which+decisions+come+from+source+records%2C+and+which+are+assumptions+introduced+by+the+simulation%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-13-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-13-q4&kind=question&dataset=Which+decisions+come+from+source+records%2C+and+which+are+assumptions+introduced+by+the+simulation%3F&question=Which+decisions+come+from+source+records%2C+and+which+are+assumptions+introduced+by+the+simulation%3F&domains=Demographics%2C+Households%2C+Employment%2C+Finance&source=%2Fresearch-datasets%2Fai-13-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-13-q4","/assets/data/question-designs.v1.json#questions/ai-13-q4","/assets/data/product-designs.v1.json#products/ai-13"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-16-q1","sector":"ai-evaluation","lens":"ai","originalWording":"Can an explanation cite the records relevant to a supplied outcome?","wording":"Can an explanation cite the records relevant to a supplied outcome?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-16-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-16"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-16-q1"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an explanation cite the records relevant to a supplied outcome?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-16-q1&kind=question&dataset=Can+an+explanation+cite+the+records+relevant+to+a+supplied+outcome%3F&question=Can+an+explanation+cite+the+records+relevant+to+a+supplied+outcome%3F&domains=Education%2C+Employment%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fai-16-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-16-q1&kind=question&dataset=Can+an+explanation+cite+the+records+relevant+to+a+supplied+outcome%3F&question=Can+an+explanation+cite+the+records+relevant+to+a+supplied+outcome%3F&domains=Education%2C+Employment%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fai-16-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-16-q1","/assets/data/question-designs.v1.json#questions/ai-16-q1","/assets/data/product-designs.v1.json#products/ai-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-16-q2","sector":"ai-evaluation","lens":"ai","originalWording":"Does it distinguish an observed association from a causal explanation?","wording":"Does an AI assistant distinguish an observed association from a causal explanation?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-16-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-16"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-16-q2"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant distinguish an observed association from a causal explanation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-16-q2&kind=question&dataset=Does+an+AI+assistant+distinguish+an+observed+association+from+a+causal+explanation%3F&question=Does+an+AI+assistant+distinguish+an+observed+association+from+a+causal+explanation%3F&domains=Education%2C+Employment%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fai-16-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-16-q2&kind=question&dataset=Does+an+AI+assistant+distinguish+an+observed+association+from+a+causal+explanation%3F&question=Does+an+AI+assistant+distinguish+an+observed+association+from+a+causal+explanation%3F&domains=Education%2C+Employment%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fai-16-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-16-q2","/assets/data/question-designs.v1.json#questions/ai-16-q2","/assets/data/product-designs.v1.json#products/ai-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-16-q3","sector":"ai-evaluation","lens":"ai","originalWording":"Can it avoid using information recorded after the outcome?","wording":"Can an AI assistant avoid using information recorded after the outcome?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-16-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-16"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-16-q3"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant avoid using information recorded after the outcome?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-16-q3&kind=question&dataset=Can+an+AI+assistant+avoid+using+information+recorded+after+the+outcome%3F&question=Can+an+AI+assistant+avoid+using+information+recorded+after+the+outcome%3F&domains=Education%2C+Employment%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fai-16-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-16-q3&kind=question&dataset=Can+an+AI+assistant+avoid+using+information+recorded+after+the+outcome%3F&question=Can+an+AI+assistant+avoid+using+information+recorded+after+the+outcome%3F&domains=Education%2C+Employment%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fai-16-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-16-q3","/assets/data/question-designs.v1.json#questions/ai-16-q3","/assets/data/product-designs.v1.json#products/ai-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-16-q4","sector":"ai-evaluation","lens":"ai","originalWording":"Are explanations consistent when the same evidence is presented in a different order?","wording":"Are explanations consistent when the same evidence is presented in a different order?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-16-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-16"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-16","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-16-q4"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Are explanations consistent when the same evidence is presented in a different order?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-16-q4&kind=question&dataset=Are+explanations+consistent+when+the+same+evidence+is+presented+in+a+different+order%3F&question=Are+explanations+consistent+when+the+same+evidence+is+presented+in+a+different+order%3F&domains=Education%2C+Employment%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fai-16-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-16-q4&kind=question&dataset=Are+explanations+consistent+when+the+same+evidence+is+presented+in+a+different+order%3F&question=Are+explanations+consistent+when+the+same+evidence+is+presented+in+a+different+order%3F&domains=Education%2C+Employment%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fai-16-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-16-q4","/assets/data/question-designs.v1.json#questions/ai-16-q4","/assets/data/product-designs.v1.json#products/ai-16"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-20-q1","sector":"ai-evaluation","lens":"ai","originalWording":"Does AI invent a health, employment or household event that is not recorded?","wording":"Does AI invent a health, employment or household event that is not recorded?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-20-q1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-20"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-20-q1"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does AI invent a health, employment or household event that is not recorded?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-20-q1&kind=question&dataset=Does+AI+invent+a+health%2C+employment+or+household+event+that+is+not+recorded%3F&question=Does+AI+invent+a+health%2C+employment+or+household+event+that+is+not+recorded%3F&domains=Demographics%2C+Health%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fai-20-q1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-20-q1&kind=question&dataset=Does+AI+invent+a+health%2C+employment+or+household+event+that+is+not+recorded%3F&question=Does+AI+invent+a+health%2C+employment+or+household+event+that+is+not+recorded%3F&domains=Demographics%2C+Health%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fai-20-q1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-20-q1","/assets/data/question-designs.v1.json#questions/ai-20-q1","/assets/data/product-designs.v1.json#products/ai-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-20-q2","sector":"ai-evaluation","lens":"ai","originalWording":"Can it distinguish unknown values from zero or not applicable?","wording":"Can an AI assistant distinguish unknown values from zero or not applicable?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-20-q2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-20"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-20-q2"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI assistant distinguish unknown values from zero or not applicable?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-20-q2&kind=question&dataset=Can+an+AI+assistant+distinguish+unknown+values+from+zero+or+not+applicable%3F&question=Can+an+AI+assistant+distinguish+unknown+values+from+zero+or+not+applicable%3F&domains=Demographics%2C+Health%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fai-20-q2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-20-q2&kind=question&dataset=Can+an+AI+assistant+distinguish+unknown+values+from+zero+or+not+applicable%3F&question=Can+an+AI+assistant+distinguish+unknown+values+from+zero+or+not+applicable%3F&domains=Demographics%2C+Health%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fai-20-q2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-20-q2","/assets/data/question-designs.v1.json#questions/ai-20-q2","/assets/data/product-designs.v1.json#products/ai-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-20-q3","sector":"ai-evaluation","lens":"ai","originalWording":"Does it attribute records to the correct resident?","wording":"Does an AI assistant attribute records to the correct resident?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-20-q3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-20"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-20-q3"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does an AI assistant attribute records to the correct resident?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-20-q3&kind=question&dataset=Does+an+AI+assistant+attribute+records+to+the+correct+resident%3F&question=Does+an+AI+assistant+attribute+records+to+the+correct+resident%3F&domains=Demographics%2C+Health%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fai-20-q3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-20-q3&kind=question&dataset=Does+an+AI+assistant+attribute+records+to+the+correct+resident%3F&question=Does+an+AI+assistant+attribute+records+to+the+correct+resident%3F&domains=Demographics%2C+Health%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fai-20-q3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-20-q3","/assets/data/question-designs.v1.json#questions/ai-20-q3","/assets/data/product-designs.v1.json#products/ai-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"ai-20-q4","sector":"ai-evaluation","lens":"ai","originalWording":"How does answer faithfulness change when relevant records are withheld?","wording":"How does answer faithfulness change when relevant records are withheld?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"ai-20-q4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["ai-20"],"proposedAssociations":[],"pricingBasis":{"productId":"ai-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/ai-20-q4"},"unit":{"definition":"Grounded evaluation question with its dated source context.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does answer faithfulness change when relevant records are withheld?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Reviewed reference answers and allowed source corpus","status":"required_unverified_for_question"},{"concept":"Source citations and stable evidence identifiers","status":"required_unverified_for_question"},{"concept":"Unanswerable cases, entity grouping and evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["QuestionId","EntityId","EvidenceRecordId","EvidenceAvailableFromDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Supplied synthetic entities, dated records and reviewed evaluation questions, with an agreed evidence corpus and reference-answer protocol."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=ai-20-q4&kind=question&dataset=How+does+answer+faithfulness+change+when+relevant+records+are+withheld%3F&question=How+does+answer+faithfulness+change+when+relevant+records+are+withheld%3F&domains=Demographics%2C+Health%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fai-20-q4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Confirm source records, reference answers and evaluation criteria in the quote.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=ai-20-q4&kind=question&dataset=How+does+answer+faithfulness+change+when+relevant+records+are+withheld%3F&question=How+does+answer+faithfulness+change+when+relevant+records+are+withheld%3F&domains=Demographics%2C+Health%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fai-20-q4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#ai-20-q4","/assets/data/question-designs.v1.json#questions/ai-20-q4","/assets/data/product-designs.v1.json#products/ai-20"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-1","sector":"telecom","lens":"ml","originalWording":"Can a model forecast which subscribers will disconnect in the next billing period?","wording":"Can a model forecast which subscribers will disconnect in the next billing period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-21","status":"proposed_scope_association","reason":"Subscription lifecycle, usage or tariff history is topically aligned; this is a custom analysis candidate. The public event reference does not verify a question-specific monthly panel or cross-city scope.","dataCoverageVerified":false}],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-1"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model forecast which subscribers will disconnect in the next billing period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Subscriber tenure, dated plan changes, usage histories and confirmed disconnection labels","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires subscriber tenure, dated plan changes, usage histories and confirmed disconnection labels beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-1&kind=question&dataset=Can+a+model+forecast+which+subscribers+will+disconnect+in+the+next+billing+period%3F&question=Can+a+model+forecast+which+subscribers+will+disconnect+in+the+next+billing+period%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires subscriber tenure, dated plan changes, usage histories and confirmed disconnection labels beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-1&kind=question&dataset=Can+a+model+forecast+which+subscribers+will+disconnect+in+the+next+billing+period%3F&question=Can+a+model+forecast+which+subscribers+will+disconnect+in+the+next+billing+period%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-1","/assets/data/question-designs.v1.json#questions/scope-telecom-1"],"keywords":["churn","attrition","retention","telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-2","sector":"telecom","lens":"research","originalWording":"How does continued service use vary after customers change plans?","wording":"How does continued service use vary after customers change plans?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-21","status":"proposed_scope_association","reason":"Subscription lifecycle, usage or tariff history is topically aligned; this is a custom analysis candidate. The public event reference does not verify a question-specific monthly panel or cross-city scope.","dataCoverageVerified":false}],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-2"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does continued service use vary after customers change plans?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Plan-change dates, subscription histories, usage and customer cohorts","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires plan-change dates, subscription histories, usage and customer cohorts beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-2&kind=question&dataset=How+does+continued+service+use+vary+after+customers+change+plans%3F&question=How+does+continued+service+use+vary+after+customers+change+plans%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires plan-change dates, subscription histories, usage and customer cohorts beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-2&kind=question&dataset=How+does+continued+service+use+vary+after+customers+change+plans%3F&question=How+does+continued+service+use+vary+after+customers+change+plans%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-2","/assets/data/question-designs.v1.json#questions/scope-telecom-2"],"keywords":["churn","attrition","retention","telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-3","sector":"telecom","lens":"research","originalWording":"Which plans leave customers paying for allowances they rarely use?","wording":"Which plans leave customers paying for allowances they rarely use?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-3"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which plans leave customers paying for allowances they rarely use?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Plan prices and allowances, itemised bills and measured usage","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires plan prices and allowances, itemised bills and measured usage beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-3&kind=question&dataset=Which+plans+leave+customers+paying+for+allowances+they+rarely+use%3F&question=Which+plans+leave+customers+paying+for+allowances+they+rarely+use%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires plan prices and allowances, itemised bills and measured usage beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-3&kind=question&dataset=Which+plans+leave+customers+paying+for+allowances+they+rarely+use%3F&question=Which+plans+leave+customers+paying+for+allowances+they+rarely+use%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-3","/assets/data/question-designs.v1.json#questions/scope-telecom-3"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-4","sector":"telecom","lens":"ml","originalWording":"Which complaint histories are followed by repeated support contacts?","wording":"Which complaint histories are followed by repeated support contacts?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-4"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which complaint histories are followed by repeated support contacts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Complaint categories, case links, contact timestamps and resolution outcomes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires complaint categories, case links, contact timestamps and resolution outcomes beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-4&kind=question&dataset=Which+complaint+histories+are+followed+by+repeated+support+contacts%3F&question=Which+complaint+histories+are+followed+by+repeated+support+contacts%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires complaint categories, case links, contact timestamps and resolution outcomes beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-4&kind=question&dataset=Which+complaint+histories+are+followed+by+repeated+support+contacts%3F&question=Which+complaint+histories+are+followed+by+repeated+support+contacts%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-4","/assets/data/question-designs.v1.json#questions/scope-telecom-4"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-5","sector":"telecom","lens":"ml","originalWording":"Can anomaly models distinguish unusual account activity from labelled misuse?","wording":"Can anomaly models distinguish unusual account activity from labelled misuse?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-5"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can anomaly models distinguish unusual account activity from labelled misuse?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic account and activation events, verified misuse labels and legitimate edge cases","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires synthetic account and activation events, verified misuse labels and legitimate edge cases beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-5&kind=question&dataset=Can+anomaly+models+distinguish+unusual+account+activity+from+labelled+misuse%3F&question=Can+anomaly+models+distinguish+unusual+account+activity+from+labelled+misuse%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires synthetic account and activation events, verified misuse labels and legitimate edge cases beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-5&kind=question&dataset=Can+anomaly+models+distinguish+unusual+account+activity+from+labelled+misuse%3F&question=Can+anomaly+models+distinguish+unusual+account+activity+from+labelled+misuse%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-5","/assets/data/question-designs.v1.json#questions/scope-telecom-5"],"keywords":["telecom","telecommunications","mobile","connectivity","fraud","anomaly detection","review"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-6","sector":"telecom","lens":"ml","originalWording":"How much additional contact-centre demand follows a network outage?","wording":"How much additional contact-centre demand follows a network outage?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-6"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How much additional contact-centre demand follows a network outage?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Outage timelines, affected subscribers, support-contact volumes and staffing periods","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires outage timelines, affected subscribers, support-contact volumes and staffing periods beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-6&kind=question&dataset=How+much+additional+contact-centre+demand+follows+a+network+outage%3F&question=How+much+additional+contact-centre+demand+follows+a+network+outage%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires outage timelines, affected subscribers, support-contact volumes and staffing periods beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-6&kind=question&dataset=How+much+additional+contact-centre+demand+follows+a+network+outage%3F&question=How+much+additional+contact-centre+demand+follows+a+network+outage%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-6","/assets/data/question-designs.v1.json#questions/scope-telecom-6"],"keywords":["telecom","telecommunications","mobile","connectivity","reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-7","sector":"telecom","lens":"research","originalWording":"Which complaint types take longest to resolve across service channels?","wording":"Which complaint types take longest to resolve across service channels?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-7"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which complaint types take longest to resolve across service channels?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Complaint categories, channel histories, timestamps and resolution definitions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires complaint categories, channel histories, timestamps and resolution definitions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-7&kind=question&dataset=Which+complaint+types+take+longest+to+resolve+across+service+channels%3F&question=Which+complaint+types+take+longest+to+resolve+across+service+channels%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires complaint categories, channel histories, timestamps and resolution definitions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-7&kind=question&dataset=Which+complaint+types+take+longest+to+resolve+across+service+channels%3F&question=Which+complaint+types+take+longest+to+resolve+across+service+channels%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-7","/assets/data/question-designs.v1.json#questions/scope-telecom-7"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-8","sector":"telecom","lens":"research","originalWording":"How do service interruptions coincide with lost usage, refunds and customer contacts?","wording":"How do service interruptions coincide with lost usage, refunds and customer contacts?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-8"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do service interruptions coincide with lost usage, refunds and customer contacts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Matched outage events, usage, refund transactions and support contacts","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires matched outage events, usage, refund transactions and support contacts beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-8&kind=question&dataset=How+do+service+interruptions+coincide+with+lost+usage%2C+refunds+and+customer+contacts%3F&question=How+do+service+interruptions+coincide+with+lost+usage%2C+refunds+and+customer+contacts%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires matched outage events, usage, refund transactions and support contacts beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-8&kind=question&dataset=How+do+service+interruptions+coincide+with+lost+usage%2C+refunds+and+customer+contacts%3F&question=How+do+service+interruptions+coincide+with+lost+usage%2C+refunds+and+customer+contacts%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-8","/assets/data/question-designs.v1.json#questions/scope-telecom-8"],"keywords":["telecom","telecommunications","mobile","connectivity","reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-9","sector":"telecom","lens":"ai","originalWording":"Can a support assistant answer plan questions from the terms effective on the customer’s bill date?","wording":"Can a support assistant answer plan questions from the terms effective on the customer’s bill date?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-9"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a support assistant answer plan questions from the terms effective on the customer’s bill date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Versioned plan terms, bill dates, account context and reference answers","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires versioned plan terms, bill dates, account context and reference answers beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-9&kind=question&dataset=Can+a+support+assistant+answer+plan+questions+from+the+terms+effective+on+the+customer%E2%80%99s+bill+date%3F&question=Can+a+support+assistant+answer+plan+questions+from+the+terms+effective+on+the+customer%E2%80%99s+bill+date%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires versioned plan terms, bill dates, account context and reference answers beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-9&kind=question&dataset=Can+a+support+assistant+answer+plan+questions+from+the+terms+effective+on+the+customer%E2%80%99s+bill+date%3F&question=Can+a+support+assistant+answer+plan+questions+from+the+terms+effective+on+the+customer%E2%80%99s+bill+date%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-9","/assets/data/question-designs.v1.json#questions/scope-telecom-9"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-10","sector":"telecom","lens":"ai","originalWording":"Can an assistant reconstruct a complaint history without mixing customer accounts?","wording":"Can an assistant reconstruct a complaint history without mixing customer accounts?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-10"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant reconstruct a complaint history without mixing customer accounts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic case notes, account identifiers, event chronology and verified summaries","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic case notes, account identifiers, event chronology and verified summaries beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-10&kind=question&dataset=Can+an+assistant+reconstruct+a+complaint+history+without+mixing+customer+accounts%3F&question=Can+an+assistant+reconstruct+a+complaint+history+without+mixing+customer+accounts%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic case notes, account identifiers, event chronology and verified summaries beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-10&kind=question&dataset=Can+an+assistant+reconstruct+a+complaint+history+without+mixing+customer+accounts%3F&question=Can+an+assistant+reconstruct+a+complaint+history+without+mixing+customer+accounts%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-10","/assets/data/question-designs.v1.json#questions/scope-telecom-10"],"keywords":["telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-11","sector":"telecom","lens":"ai","originalWording":"Can a review assistant separate documented account events from unverified fraud allegations?","wording":"Can a review assistant separate documented account events from unverified fraud allegations?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-11"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a review assistant separate documented account events from unverified fraud allegations?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic investigation records, provenance labels and human-reviewed reference summaries","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic investigation records, provenance labels and human-reviewed reference summaries beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-11&kind=question&dataset=Can+a+review+assistant+separate+documented+account+events+from+unverified+fraud+allegations%3F&question=Can+a+review+assistant+separate+documented+account+events+from+unverified+fraud+allegations%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic investigation records, provenance labels and human-reviewed reference summaries beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-11&kind=question&dataset=Can+a+review+assistant+separate+documented+account+events+from+unverified+fraud+allegations%3F&question=Can+a+review+assistant+separate+documented+account+events+from+unverified+fraud+allegations%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-11","/assets/data/question-designs.v1.json#questions/scope-telecom-11"],"keywords":["telecom","telecommunications","mobile","connectivity","fraud","anomaly detection","review"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-telecom-12","sector":"telecom","lens":"ai","originalWording":"Can an assistant explain a recorded outage without inventing a restoration time?","wording":"Can an assistant explain a recorded outage without inventing a restoration time?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-telecom-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-telecom-12"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant explain a recorded outage without inventing a restoration time?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Incident updates, timestamped restoration estimates, approved communications and reference answers","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires incident updates, timestamped restoration estimates, approved communications and reference answers beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-telecom-12&kind=question&dataset=Can+an+assistant+explain+a+recorded+outage+without+inventing+a+restoration+time%3F&question=Can+an+assistant+explain+a+recorded+outage+without+inventing+a+restoration+time%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires incident updates, timestamped restoration estimates, approved communications and reference answers beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-telecom-12&kind=question&dataset=Can+an+assistant+explain+a+recorded+outage+without+inventing+a+restoration+time%3F&question=Can+an+assistant+explain+a+recorded+outage+without+inventing+a+restoration+time%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Fscope-telecom-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-telecom-12","/assets/data/question-designs.v1.json#questions/scope-telecom-12"],"keywords":["telecom","telecommunications","mobile","connectivity","reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-insurance-1","sector":"insurance","lens":"ml","originalWording":"Can a model forecast claim counts for a defined policy cohort and exposure period?","wording":"Can a model forecast claim counts for a defined policy cohort and exposure period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-insurance-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ml-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-insurance-1"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model forecast claim counts for a defined policy cohort and exposure period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Policy exposure, dated claims, product categories and cohort definitions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires policy exposure, dated claims, product categories and cohort definitions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-insurance-1&kind=question&dataset=Can+a+model+forecast+claim+counts+for+a+defined+policy+cohort+and+exposure+period%3F&question=Can+a+model+forecast+claim+counts+for+a+defined+policy+cohort+and+exposure+period%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fscope-insurance-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires policy exposure, dated claims, product categories and cohort definitions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-insurance-1&kind=question&dataset=Can+a+model+forecast+claim+counts+for+a+defined+policy+cohort+and+exposure+period%3F&question=Can+a+model+forecast+claim+counts+for+a+defined+policy+cohort+and+exposure+period%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fscope-insurance-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-insurance-1","/assets/data/question-designs.v1.json#questions/scope-insurance-1"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-insurance-2","sector":"insurance","lens":"research","originalWording":"How do paid claim amounts vary with recorded loss characteristics?","wording":"How do paid claim amounts vary with recorded loss characteristics?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-insurance-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-insurance-2"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do paid claim amounts vary with recorded loss characteristics?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Claim and loss attributes, paid amounts, currencies and settlement status","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires claim and loss attributes, paid amounts, currencies and settlement status beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-insurance-2&kind=question&dataset=How+do+paid+claim+amounts+vary+with+recorded+loss+characteristics%3F&question=How+do+paid+claim+amounts+vary+with+recorded+loss+characteristics%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fscope-insurance-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires claim and loss attributes, paid amounts, currencies and settlement status beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-insurance-2&kind=question&dataset=How+do+paid+claim+amounts+vary+with+recorded+loss+characteristics%3F&question=How+do+paid+claim+amounts+vary+with+recorded+loss+characteristics%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fscope-insurance-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-insurance-2","/assets/data/question-designs.v1.json#questions/scope-insurance-2"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-insurance-3","sector":"insurance","lens":"ml","originalWording":"Which policy histories help predict renewal at the next agreed expiry date?","wording":"Which policy histories help predict renewal at the next agreed expiry date?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-insurance-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ml-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-insurance-3"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which policy histories help predict renewal at the next agreed expiry date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Policy dates, premium changes, service history and explicit renewal or lapse outcomes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires policy dates, premium changes, service history and explicit renewal or lapse outcomes beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-insurance-3&kind=question&dataset=Which+policy+histories+help+predict+renewal+at+the+next+agreed+expiry+date%3F&question=Which+policy+histories+help+predict+renewal+at+the+next+agreed+expiry+date%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fscope-insurance-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires policy dates, premium changes, service history and explicit renewal or lapse outcomes beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-insurance-3&kind=question&dataset=Which+policy+histories+help+predict+renewal+at+the+next+agreed+expiry+date%3F&question=Which+policy+histories+help+predict+renewal+at+the+next+agreed+expiry+date%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fscope-insurance-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-insurance-3","/assets/data/question-designs.v1.json#questions/scope-insurance-3"],"keywords":["churn","attrition","retention"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-insurance-4","sector":"insurance","lens":"ai","originalWording":"Can a claims assistant explain the evidence and policy clauses in a case without deciding coverage?","wording":"Can a claims assistant explain the evidence and policy clauses in a case without deciding coverage?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-insurance-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-03","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-insurance-4"},"unit":{"definition":"Policy-period, insured person-period or claim episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a claims assistant explain the evidence and policy clauses in a case without deciding coverage?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic claim evidence, versioned policy wording and human-reviewed reference explanations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","PolicyId","ClaimId","EffectiveFrom","EffectiveTo"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic claim evidence, versioned policy wording and human-reviewed reference explanations beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded customers, policy episodes or claims explicitly defined by the question; coverage and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-insurance-4&kind=question&dataset=Can+a+claims+assistant+explain+the+evidence+and+policy+clauses+in+a+case+without+deciding+coverage%3F&question=Can+a+claims+assistant+explain+the+evidence+and+policy+clauses+in+a+case+without+deciding+coverage%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fscope-insurance-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic claim evidence, versioned policy wording and human-reviewed reference explanations beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-insurance-4&kind=question&dataset=Can+a+claims+assistant+explain+the+evidence+and+policy+clauses+in+a+case+without+deciding+coverage%3F&question=Can+a+claims+assistant+explain+the+evidence+and+policy+clauses+in+a+case+without+deciding+coverage%3F&domains=Health%2C+Demographics%2C+Insurance%2C+Households&source=%2Fresearch-datasets%2Fscope-insurance-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-insurance-4","/assets/data/question-designs.v1.json#questions/scope-insurance-4"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-energy-1","sector":"energy","lens":"ml","originalWording":"Can a model forecast half-hourly demand across substations under different weather conditions?","wording":"Can a model forecast half-hourly demand across substations under different weather conditions?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-energy-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ml-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-energy-1"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model forecast half-hourly demand across substations under different weather conditions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Interval load, substation identifiers, weather and time-aligned operating history","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires interval load, substation identifiers, weather and time-aligned operating history beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-energy-1&kind=question&dataset=Can+a+model+forecast+half-hourly+demand+across+substations+under+different+weather+conditions%3F&question=Can+a+model+forecast+half-hourly+demand+across+substations+under+different+weather+conditions%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fscope-energy-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires interval load, substation identifiers, weather and time-aligned operating history beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-energy-1&kind=question&dataset=Can+a+model+forecast+half-hourly+demand+across+substations+under+different+weather+conditions%3F&question=Can+a+model+forecast+half-hourly+demand+across+substations+under+different+weather+conditions%3F&domains=Energy%2C+Housing%2C+Households%2C+Finance&source=%2Fresearch-datasets%2Fscope-energy-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-energy-1","/assets/data/question-designs.v1.json#questions/scope-energy-1"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-energy-2","sector":"energy","lens":"research","originalWording":"How would alternative tariff structures change bills for the same usage profiles?","wording":"How would alternative tariff structures change bills for the same usage profiles?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-energy-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-energy-2"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How would alternative tariff structures change bills for the same usage profiles?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Tariff rules, interval usage, billing periods and explicit scenario assumptions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires tariff rules, interval usage, billing periods and explicit scenario assumptions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-energy-2&kind=question&dataset=How+would+alternative+tariff+structures+change+bills+for+the+same+usage+profiles%3F&question=How+would+alternative+tariff+structures+change+bills+for+the+same+usage+profiles%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fscope-energy-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires tariff rules, interval usage, billing periods and explicit scenario assumptions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-energy-2&kind=question&dataset=How+would+alternative+tariff+structures+change+bills+for+the+same+usage+profiles%3F&question=How+would+alternative+tariff+structures+change+bills+for+the+same+usage+profiles%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fscope-energy-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-energy-2","/assets/data/question-designs.v1.json#questions/scope-energy-2"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-energy-3","sector":"energy","lens":"ai","originalWording":"Can an assistant trace every charge on an energy bill to a tariff rule and meter reading?","wording":"Can an assistant trace every charge on an energy bill to a tariff rule and meter reading?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-energy-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-energy-3"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant trace every charge on an energy bill to a tariff rule and meter reading?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic bills, meter readings, tariff versions and reference calculations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic bills, meter readings, tariff versions and reference calculations beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-energy-3&kind=question&dataset=Can+an+assistant+trace+every+charge+on+an+energy+bill+to+a+tariff+rule+and+meter+reading%3F&question=Can+an+assistant+trace+every+charge+on+an+energy+bill+to+a+tariff+rule+and+meter+reading%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fscope-energy-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic bills, meter readings, tariff versions and reference calculations beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-energy-3&kind=question&dataset=Can+an+assistant+trace+every+charge+on+an+energy+bill+to+a+tariff+rule+and+meter+reading%3F&question=Can+an+assistant+trace+every+charge+on+an+energy+bill+to+a+tariff+rule+and+meter+reading%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fscope-energy-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-energy-3","/assets/data/question-designs.v1.json#questions/scope-energy-3"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-energy-4","sector":"energy","lens":"ai","originalWording":"Can an outage assistant retrieve the correct incident update for a customer’s service area?","wording":"Can an outage assistant retrieve the correct incident update for a customer’s service area?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-energy-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-energy-4"},"unit":{"definition":"Household/account measurement interval.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an outage assistant retrieve the correct incident update for a customer’s service area?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Service-area links, incident updates, timestamps and approved response references","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId","Meter/account ID","IntervalStart","IntervalEnd"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires service-area links, incident updates, timestamps and approved response references beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, meters or network intervals explicitly defined by the question; measurement units and exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-energy-4&kind=question&dataset=Can+an+outage+assistant+retrieve+the+correct+incident+update+for+a+customer%E2%80%99s+service+area%3F&question=Can+an+outage+assistant+retrieve+the+correct+incident+update+for+a+customer%E2%80%99s+service+area%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fscope-energy-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires service-area links, incident updates, timestamps and approved response references beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-energy-4&kind=question&dataset=Can+an+outage+assistant+retrieve+the+correct+incident+update+for+a+customer%E2%80%99s+service+area%3F&question=Can+an+outage+assistant+retrieve+the+correct+incident+update+for+a+customer%E2%80%99s+service+area%3F&domains=Energy%2C+Housing%2C+Households&source=%2Fresearch-datasets%2Fscope-energy-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-energy-4","/assets/data/question-designs.v1.json#questions/scope-energy-4"],"keywords":["reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-utilities-1","sector":"utilities","lens":"ml","originalWording":"Can a model identify patterns that precede a confirmed water leak?","wording":"Can a model identify patterns that precede a confirmed water leak?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-utilities-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-utilities-1"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model identify patterns that precede a confirmed water leak?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Pressure and flow time series, meter readings and verified leak and repair events","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires pressure and flow time series, meter readings and verified leak and repair events beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-utilities-1&kind=question&dataset=Can+a+model+identify+patterns+that+precede+a+confirmed+water+leak%3F&question=Can+a+model+identify+patterns+that+precede+a+confirmed+water+leak%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fscope-utilities-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires pressure and flow time series, meter readings and verified leak and repair events beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-utilities-1&kind=question&dataset=Can+a+model+identify+patterns+that+precede+a+confirmed+water+leak%3F&question=Can+a+model+identify+patterns+that+precede+a+confirmed+water+leak%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fscope-utilities-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-utilities-1","/assets/data/question-designs.v1.json#questions/scope-utilities-1"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-utilities-2","sector":"utilities","lens":"research","originalWording":"How do payment delays vary by bill size, billing cycle and service continuity?","wording":"How do payment delays vary by bill size, billing cycle and service continuity?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-utilities-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-utilities-2"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do payment delays vary by bill size, billing cycle and service continuity?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Utility bills, due dates, payment events and dated service interruptions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires utility bills, due dates, payment events and dated service interruptions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-utilities-2&kind=question&dataset=How+do+payment+delays+vary+by+bill+size%2C+billing+cycle+and+service+continuity%3F&question=How+do+payment+delays+vary+by+bill+size%2C+billing+cycle+and+service+continuity%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fscope-utilities-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires utility bills, due dates, payment events and dated service interruptions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-utilities-2&kind=question&dataset=How+do+payment+delays+vary+by+bill+size%2C+billing+cycle+and+service+continuity%3F&question=How+do+payment+delays+vary+by+bill+size%2C+billing+cycle+and+service+continuity%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fscope-utilities-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-utilities-2","/assets/data/question-designs.v1.json#questions/scope-utilities-2"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-utilities-3","sector":"utilities","lens":"ai","originalWording":"Can an assistant turn a service request into a traceable case summary for the right property?","wording":"Can an assistant turn a service request into a traceable case summary for the right property?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-utilities-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-utilities-3"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant turn a service request into a traceable case summary for the right property?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic requests, property identifiers, service histories and reference summaries","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic requests, property identifiers, service histories and reference summaries beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-utilities-3&kind=question&dataset=Can+an+assistant+turn+a+service+request+into+a+traceable+case+summary+for+the+right+property%3F&question=Can+an+assistant+turn+a+service+request+into+a+traceable+case+summary+for+the+right+property%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fscope-utilities-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic requests, property identifiers, service histories and reference summaries beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-utilities-3&kind=question&dataset=Can+an+assistant+turn+a+service+request+into+a+traceable+case+summary+for+the+right+property%3F&question=Can+an+assistant+turn+a+service+request+into+a+traceable+case+summary+for+the+right+property%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fscope-utilities-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-utilities-3","/assets/data/question-designs.v1.json#questions/scope-utilities-3"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-utilities-4","sector":"utilities","lens":"research","originalWording":"How do alternative collection routes change distance, workload and missed-stop risk?","wording":"How do alternative collection routes change distance, workload and missed-stop risk?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-utilities-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-15","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-utilities-4"},"unit":{"definition":"Service-account/household-period or measured service event.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do alternative collection routes change distance, workload and missed-stop risk?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Street network, collection stops, vehicle capacity, service windows and scenario assumptions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","HouseholdId or service account ID","Meter/service ID","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires street network, collection stops, vehicle capacity, service windows and scenario assumptions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded households, properties or service observations explicitly defined by the question; service coverage and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-utilities-4&kind=question&dataset=How+do+alternative+collection+routes+change+distance%2C+workload+and+missed-stop+risk%3F&question=How+do+alternative+collection+routes+change+distance%2C+workload+and+missed-stop+risk%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fscope-utilities-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires street network, collection stops, vehicle capacity, service windows and scenario assumptions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-utilities-4&kind=question&dataset=How+do+alternative+collection+routes+change+distance%2C+workload+and+missed-stop+risk%3F&question=How+do+alternative+collection+routes+change+distance%2C+workload+and+missed-stop+risk%3F&domains=Finance%2C+Housing%2C+Utilities%2C+Households&source=%2Fresearch-datasets%2Fscope-utilities-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-utilities-4","/assets/data/question-designs.v1.json#questions/scope-utilities-4"],"keywords":["utilities","water","sanitation","wastewater","waste"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-health-1","sector":"health","lens":"ml","originalWording":"Can a model forecast recorded 30-day readmissions in a synthetic hospital cohort?","wording":"Can a model forecast recorded 30-day readmissions in a synthetic hospital cohort?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-health-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ml-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-health-1"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model forecast recorded 30-day readmissions in a synthetic hospital cohort?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked synthetic admissions and discharges, follow-up coverage and readmission labels for research evaluation","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires linked synthetic admissions and discharges, follow-up coverage and readmission labels for research evaluation beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-health-1&kind=question&dataset=Can+a+model+forecast+recorded+30-day+readmissions+in+a+synthetic+hospital+cohort%3F&question=Can+a+model+forecast+recorded+30-day+readmissions+in+a+synthetic+hospital+cohort%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fscope-health-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires linked synthetic admissions and discharges, follow-up coverage and readmission labels for research evaluation beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-health-1&kind=question&dataset=Can+a+model+forecast+recorded+30-day+readmissions+in+a+synthetic+hospital+cohort%3F&question=Can+a+model+forecast+recorded+30-day+readmissions+in+a+synthetic+hospital+cohort%3F&domains=Health%2C+Demographics%2C+Households%2C+Insurance&source=%2Fresearch-datasets%2Fscope-health-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-health-1","/assets/data/question-designs.v1.json#questions/scope-health-1"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-health-2","sector":"health","lens":"research","originalWording":"Which clinic sessions experience demand above their staffed appointment capacity?","wording":"Which clinic sessions experience demand above their staffed appointment capacity?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-health-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-health-2"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which clinic sessions experience demand above their staffed appointment capacity?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Session schedules, staffing, bookings, attendance and service-type definitions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires session schedules, staffing, bookings, attendance and service-type definitions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-health-2&kind=question&dataset=Which+clinic+sessions+experience+demand+above+their+staffed+appointment+capacity%3F&question=Which+clinic+sessions+experience+demand+above+their+staffed+appointment+capacity%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fscope-health-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires session schedules, staffing, bookings, attendance and service-type definitions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-health-2&kind=question&dataset=Which+clinic+sessions+experience+demand+above+their+staffed+appointment+capacity%3F&question=Which+clinic+sessions+experience+demand+above+their+staffed+appointment+capacity%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fscope-health-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-health-2","/assets/data/question-designs.v1.json#questions/scope-health-2"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-health-3","sector":"health","lens":"ai","originalWording":"Can an assistant extract documented symptoms and urgency labels from triage notes for human review?","wording":"Can an assistant extract documented symptoms and urgency labels from triage notes for human review?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-health-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-health-3"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant extract documented symptoms and urgency labels from triage notes for human review?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic triage notes, existing clinician labels and human-reviewed extraction references","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic triage notes, existing clinician labels and human-reviewed extraction references beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-health-3&kind=question&dataset=Can+an+assistant+extract+documented+symptoms+and+urgency+labels+from+triage+notes+for+human+review%3F&question=Can+an+assistant+extract+documented+symptoms+and+urgency+labels+from+triage+notes+for+human+review%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fscope-health-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic triage notes, existing clinician labels and human-reviewed extraction references beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-health-3&kind=question&dataset=Can+an+assistant+extract+documented+symptoms+and+urgency+labels+from+triage+notes+for+human+review%3F&question=Can+an+assistant+extract+documented+symptoms+and+urgency+labels+from+triage+notes+for+human+review%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fscope-health-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-health-3","/assets/data/question-designs.v1.json#questions/scope-health-3"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-health-4","sector":"health","lens":"research","originalWording":"Where do cancellations and missed visits leave appointment capacity unused?","wording":"Where do cancellations and missed visits leave appointment capacity unused?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-health-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-10","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-health-4"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where do cancellations and missed visits leave appointment capacity unused?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Slot schedules, bookings, cancellation times, attendance and capacity records","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires slot schedules, bookings, cancellation times, attendance and capacity records beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-health-4&kind=question&dataset=Where+do+cancellations+and+missed+visits+leave+appointment+capacity+unused%3F&question=Where+do+cancellations+and+missed+visits+leave+appointment+capacity+unused%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fscope-health-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires slot schedules, bookings, cancellation times, attendance and capacity records beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-health-4&kind=question&dataset=Where+do+cancellations+and+missed+visits+leave+appointment+capacity+unused%3F&question=Where+do+cancellations+and+missed+visits+leave+appointment+capacity+unused%3F&domains=Health%2C+Households%2C+Insurance%2C+Demographics&source=%2Fresearch-datasets%2Fscope-health-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-health-4","/assets/data/question-designs.v1.json#questions/scope-health-4"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-education-1","sector":"education","lens":"ml","originalWording":"Can a model forecast repeated absence from dated attendance histories?","wording":"Can a model forecast repeated absence from dated attendance histories?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-education-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ml-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-education-1"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model forecast repeated absence from dated attendance histories?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Attendance registers, session calendars, learner histories and agreed absence labels","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires attendance registers, session calendars, learner histories and agreed absence labels beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-education-1&kind=question&dataset=Can+a+model+forecast+repeated+absence+from+dated+attendance+histories%3F&question=Can+a+model+forecast+repeated+absence+from+dated+attendance+histories%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fscope-education-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires attendance registers, session calendars, learner histories and agreed absence labels beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-education-1&kind=question&dataset=Can+a+model+forecast+repeated+absence+from+dated+attendance+histories%3F&question=Can+a+model+forecast+repeated+absence+from+dated+attendance+histories%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fscope-education-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-education-1","/assets/data/question-designs.v1.json#questions/scope-education-1"],"keywords":["dropout","attendance","retention"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-education-2","sector":"education","lens":"research","originalWording":"How do measured learning gains differ across comparable teaching cohorts?","wording":"How do measured learning gains differ across comparable teaching cohorts?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-education-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-education-2"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do measured learning gains differ across comparable teaching cohorts?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Comparable baseline and follow-up assessments, cohort membership and teaching context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires comparable baseline and follow-up assessments, cohort membership and teaching context beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-education-2&kind=question&dataset=How+do+measured+learning+gains+differ+across+comparable+teaching+cohorts%3F&question=How+do+measured+learning+gains+differ+across+comparable+teaching+cohorts%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fscope-education-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires comparable baseline and follow-up assessments, cohort membership and teaching context beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-education-2&kind=question&dataset=How+do+measured+learning+gains+differ+across+comparable+teaching+cohorts%3F&question=How+do+measured+learning+gains+differ+across+comparable+teaching+cohorts%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fscope-education-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-education-2","/assets/data/question-designs.v1.json#questions/scope-education-2"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-education-3","sector":"education","lens":"research","originalWording":"Where do course learning outcomes differ from the skills employers request?","wording":"Where do course learning outcomes differ from the skills employers request?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-education-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-education-3"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where do course learning outcomes differ from the skills employers request?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Versioned course outcomes, skills taxonomies and dated job requirements","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires versioned course outcomes, skills taxonomies and dated job requirements beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-education-3&kind=question&dataset=Where+do+course+learning+outcomes+differ+from+the+skills+employers+request%3F&question=Where+do+course+learning+outcomes+differ+from+the+skills+employers+request%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fscope-education-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires versioned course outcomes, skills taxonomies and dated job requirements beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-education-3&kind=question&dataset=Where+do+course+learning+outcomes+differ+from+the+skills+employers+request%3F&question=Where+do+course+learning+outcomes+differ+from+the+skills+employers+request%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fscope-education-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-education-3","/assets/data/question-designs.v1.json#questions/scope-education-3"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-education-4","sector":"education","lens":"ai","originalWording":"Can an advising assistant explain course prerequisites using a learner’s recorded qualifications?","wording":"Can an advising assistant explain course prerequisites using a learner’s recorded qualifications?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-education-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-education-4"},"unit":{"definition":"Learner enrolment/completion episode or learner-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an advising assistant explain course prerequisites using a learner’s recorded qualifications?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Course catalogues, prerequisite rules, synthetic qualification records and reference explanations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EnrollmentId or completion-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires course catalogues, prerequisite rules, synthetic qualification records and reference explanations beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded learners or education-completion episodes explicitly defined by the question; stage and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-education-4&kind=question&dataset=Can+an+advising+assistant+explain+course+prerequisites+using+a+learner%E2%80%99s+recorded+qualifications%3F&question=Can+an+advising+assistant+explain+course+prerequisites+using+a+learner%E2%80%99s+recorded+qualifications%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fscope-education-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires course catalogues, prerequisite rules, synthetic qualification records and reference explanations beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-education-4&kind=question&dataset=Can+an+advising+assistant+explain+course+prerequisites+using+a+learner%E2%80%99s+recorded+qualifications%3F&question=Can+an+advising+assistant+explain+course+prerequisites+using+a+learner%E2%80%99s+recorded+qualifications%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fscope-education-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-education-4","/assets/data/question-designs.v1.json#questions/scope-education-4"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-employment-1","sector":"employment","lens":"ml","originalWording":"Can a model forecast which skills appear more often in future job advertisements?","wording":"Can a model forecast which skills appear more often in future job advertisements?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-employment-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ml-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-employment-1"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model forecast which skills appear more often in future job advertisements?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated vacancy text, deduplicated postings, skills labels and occupation definitions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires dated vacancy text, deduplicated postings, skills labels and occupation definitions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-employment-1&kind=question&dataset=Can+a+model+forecast+which+skills+appear+more+often+in+future+job+advertisements%3F&question=Can+a+model+forecast+which+skills+appear+more+often+in+future+job+advertisements%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fscope-employment-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires dated vacancy text, deduplicated postings, skills labels and occupation definitions beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-employment-1&kind=question&dataset=Can+a+model+forecast+which+skills+appear+more+often+in+future+job+advertisements%3F&question=Can+a+model+forecast+which+skills+appear+more+often+in+future+job+advertisements%3F&domains=Demographics%2C+Education%2C+Employment%2C+Households&source=%2Fresearch-datasets%2Fscope-employment-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-employment-1","/assets/data/question-designs.v1.json#questions/scope-employment-1"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-employment-2","sector":"employment","lens":"research","originalWording":"How do retention patterns differ across teams with different work schedules and support arrangements?","wording":"How do retention patterns differ across teams with different work schedules and support arrangements?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-employment-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-employment-2"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do retention patterns differ across teams with different work schedules and support arrangements?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Employment spells, team membership, schedules and documented support arrangements","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires employment spells, team membership, schedules and documented support arrangements beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-employment-2&kind=question&dataset=How+do+retention+patterns+differ+across+teams+with+different+work+schedules+and+support+arrangements%3F&question=How+do+retention+patterns+differ+across+teams+with+different+work+schedules+and+support+arrangements%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fscope-employment-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires employment spells, team membership, schedules and documented support arrangements beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-employment-2&kind=question&dataset=How+do+retention+patterns+differ+across+teams+with+different+work+schedules+and+support+arrangements%3F&question=How+do+retention+patterns+differ+across+teams+with+different+work+schedules+and+support+arrangements%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fscope-employment-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-employment-2","/assets/data/question-designs.v1.json#questions/scope-employment-2"],"keywords":["churn","attrition","retention"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-employment-3","sector":"employment","lens":"research","originalWording":"Where do paid hours differ from approved timesheets and recorded leave?","wording":"Where do paid hours differ from approved timesheets and recorded leave?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-employment-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-employment-3"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where do paid hours differ from approved timesheets and recorded leave?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic timesheets, payroll lines, approval records, leave and pay-period rules","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires synthetic timesheets, payroll lines, approval records, leave and pay-period rules beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-employment-3&kind=question&dataset=Where+do+paid+hours+differ+from+approved+timesheets+and+recorded+leave%3F&question=Where+do+paid+hours+differ+from+approved+timesheets+and+recorded+leave%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fscope-employment-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires synthetic timesheets, payroll lines, approval records, leave and pay-period rules beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-employment-3&kind=question&dataset=Where+do+paid+hours+differ+from+approved+timesheets+and+recorded+leave%3F&question=Where+do+paid+hours+differ+from+approved+timesheets+and+recorded+leave%3F&domains=Education%2C+Employment%2C+Demographics&source=%2Fresearch-datasets%2Fscope-employment-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-employment-3","/assets/data/question-designs.v1.json#questions/scope-employment-3"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-employment-4","sector":"employment","lens":"ai","originalWording":"Can an assistant explain how stated skills match a role’s requirements for human review?","wording":"Can an assistant explain how stated skills match a role’s requirements for human review?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-employment-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-01","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-employment-4"},"unit":{"definition":"Employment spell, work-gap episode or observed person-period.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant explain how stated skills match a role’s requirements for human review?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic skills profiles, role requirements, evidence links and reviewed match explanations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EmploymentHistoryId or work-gap identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic skills profiles, role requirements, evidence links and reviewed match explanations beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded workers or employment episodes explicitly defined by the question; spell boundaries and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-employment-4&kind=question&dataset=Can+an+assistant+explain+how+stated+skills+match+a+role%E2%80%99s+requirements+for+human+review%3F&question=Can+an+assistant+explain+how+stated+skills+match+a+role%E2%80%99s+requirements+for+human+review%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fscope-employment-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic skills profiles, role requirements, evidence links and reviewed match explanations beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-employment-4&kind=question&dataset=Can+an+assistant+explain+how+stated+skills+match+a+role%E2%80%99s+requirements+for+human+review%3F&question=Can+an+assistant+explain+how+stated+skills+match+a+role%E2%80%99s+requirements+for+human+review%3F&domains=Demographics%2C+Households%2C+Education%2C+Employment&source=%2Fresearch-datasets%2Fscope-employment-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-employment-4","/assets/data/question-designs.v1.json#questions/scope-employment-4"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-business-1","sector":"business","lens":"ml","originalWording":"Can a model forecast operating cash flow from invoices, receipts and scheduled payments?","wording":"Can a model forecast operating cash flow from invoices, receipts and scheduled payments?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-business-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ml-13","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-business-1"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model forecast operating cash flow from invoices, receipts and scheduled payments?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic receivables, payables, bank events and dated cash-flow targets","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires synthetic receivables, payables, bank events and dated cash-flow targets beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-business-1&kind=question&dataset=Can+a+model+forecast+operating+cash+flow+from+invoices%2C+receipts+and+scheduled+payments%3F&question=Can+a+model+forecast+operating+cash+flow+from+invoices%2C+receipts+and+scheduled+payments%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fscope-business-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Requires synthetic receivables, payables, bank events and dated cash-flow targets beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-business-1&kind=question&dataset=Can+a+model+forecast+operating+cash+flow+from+invoices%2C+receipts+and+scheduled+payments%3F&question=Can+a+model+forecast+operating+cash+flow+from+invoices%2C+receipts+and+scheduled+payments%3F&domains=Employment%2C+Business%2C+Demographics%2C+Education&source=%2Fresearch-datasets%2Fscope-business-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-business-1","/assets/data/question-designs.v1.json#questions/scope-business-1"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-business-2","sector":"business","lens":"research","originalWording":"Which invoice and customer characteristics coincide with late payment?","wording":"Which invoice and customer characteristics coincide with late payment?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-business-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-business-2"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which invoice and customer characteristics coincide with late payment?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Invoice dates, payment terms, settlement events and customer-account attributes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires invoice dates, payment terms, settlement events and customer-account attributes beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-business-2&kind=question&dataset=Which+invoice+and+customer+characteristics+coincide+with+late+payment%3F&question=Which+invoice+and+customer+characteristics+coincide+with+late+payment%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fscope-business-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires invoice dates, payment terms, settlement events and customer-account attributes beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-business-2&kind=question&dataset=Which+invoice+and+customer+characteristics+coincide+with+late+payment%3F&question=Which+invoice+and+customer+characteristics+coincide+with+late+payment%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fscope-business-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-business-2","/assets/data/question-designs.v1.json#questions/scope-business-2"],"keywords":["arrears","collections","late payment"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-business-3","sector":"business","lens":"research","originalWording":"How do delivery delays vary across suppliers, order types and contract terms?","wording":"How do delivery delays vary across suppliers, order types and contract terms?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-business-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-06","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-business-3"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do delivery delays vary across suppliers, order types and contract terms?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Purchase orders, promised and actual delivery dates, supplier links and contract terms","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires purchase orders, promised and actual delivery dates, supplier links and contract terms beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-business-3&kind=question&dataset=How+do+delivery+delays+vary+across+suppliers%2C+order+types+and+contract+terms%3F&question=How+do+delivery+delays+vary+across+suppliers%2C+order+types+and+contract+terms%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fscope-business-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Requires purchase orders, promised and actual delivery dates, supplier links and contract terms beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-business-3&kind=question&dataset=How+do+delivery+delays+vary+across+suppliers%2C+order+types+and+contract+terms%3F&question=How+do+delivery+delays+vary+across+suppliers%2C+order+types+and+contract+terms%3F&domains=Employment%2C+Business%2C+Education&source=%2Fresearch-datasets%2Fscope-business-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-business-3","/assets/data/question-designs.v1.json#questions/scope-business-3"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"scope-business-4","sector":"business","lens":"ai","originalWording":"Can an assistant answer purchasing questions with evidence from orders, invoices and supplier records?","wording":"Can an assistant answer purchasing questions with evidence from orders, invoices and supplier records?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"scope-business-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-05","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/scope-business-4"},"unit":{"definition":"Business-period or entry/growth/closure episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant answer purchasing questions with evidence from orders, invoices and supplier records?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic procurement documents, invoice and supplier links, access rules and reference answers","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","BusinessId","CitizenId only for explicit founder links","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic procurement documents, invoice and supplier links, access rules and reference answers beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded firms, founders or business episodes explicitly defined by the question; activity status and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=scope-business-4&kind=question&dataset=Can+an+assistant+answer+purchasing+questions+with+evidence+from+orders%2C+invoices+and+supplier+records%3F&question=Can+an+assistant+answer+purchasing+questions+with+evidence+from+orders%2C+invoices+and+supplier+records%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fscope-business-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Requires synthetic procurement documents, invoice and supplier links, access rules and reference answers beyond the current confirmed product scope; confirm availability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=scope-business-4&kind=question&dataset=Can+an+assistant+answer+purchasing+questions+with+evidence+from+orders%2C+invoices+and+supplier+records%3F&question=Can+an+assistant+answer+purchasing+questions+with+evidence+from+orders%2C+invoices+and+supplier+records%3F&domains=Employment%2C+Education%2C+Business%2C+Demographics&source=%2Fresearch-datasets%2Fscope-business-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#scope-business-4","/assets/data/question-designs.v1.json#questions/scope-business-4"],"keywords":[],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-1","sector":"telecom","lens":"ml","originalWording":"Among suspended mobile subscriptions, which resume service within 90 days?","wording":"Among suspended mobile subscriptions, which resume service within 90 days?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-1","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-21","status":"proposed_scope_association","reason":"Subscription lifecycle, usage or tariff history is topically aligned; this is a custom analysis candidate. The public event reference does not verify a question-specific monthly panel or cross-city scope.","dataCoverageVerified":false}],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-1"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Among suspended mobile subscriptions, which resume service within 90 days?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated suspension, reactivation and closure events; prior usage and plan histories; observation end dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Keep reactivation, confirmed closure and incomplete follow-up distinct.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-1&kind=question&dataset=Among+suspended+mobile+subscriptions%2C+which+resume+service+within+90+days%3F&question=Among+suspended+mobile+subscriptions%2C+which+resume+service+within+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-1#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Keep reactivation, confirmed closure and incomplete follow-up distinct.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-1&kind=question&dataset=Among+suspended+mobile+subscriptions%2C+which+resume+service+within+90+days%3F&question=Among+suspended+mobile+subscriptions%2C+which+resume+service+within+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-1#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-1","/assets/data/question-designs.v1.json#questions/telecom-expanded-1"],"keywords":["telecom","subscriber lifecycle","suspension","reactivation","retention","90 days","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-2","sector":"telecom","lens":"research","originalWording":"How do voice and data use change around a device or SIM replacement for subscribers who keep the same account?","wording":"How do voice and data use change around a device or SIM replacement for subscribers who keep the same account?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-2","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-21","status":"proposed_scope_association","reason":"Subscription lifecycle, usage or tariff history is topically aligned; this is a custom analysis candidate. The public event reference does not verify a question-specific monthly panel or cross-city scope.","dataCoverageVerified":false}],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-2"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do voice and data use change around a device or SIM replacement for subscribers who keep the same account?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Account-linked device and SIM histories; replacement dates; voice and data usage before and after replacement","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare recorded changes without attributing them to the replacement alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-2&kind=question&dataset=How+do+voice+and+data+use+change+around+a+device+or+SIM+replacement+for+subscribers+who+keep+the+same+account%3F&question=How+do+voice+and+data+use+change+around+a+device+or+SIM+replacement+for+subscribers+who+keep+the+same+account%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-2#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Compare recorded changes without attributing them to the replacement alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-2&kind=question&dataset=How+do+voice+and+data+use+change+around+a+device+or+SIM+replacement+for+subscribers+who+keep+the+same+account%3F&question=How+do+voice+and+data+use+change+around+a+device+or+SIM+replacement+for+subscribers+who+keep+the+same+account%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-2#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-2","/assets/data/question-designs.v1.json#questions/telecom-expanded-2"],"keywords":["telecom","device replacement","SIM replacement","mobile usage","voice","data consumption","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-3","sector":"telecom","lens":"ml","originalWording":"Can prior usage and plan history predict a subscriber's next tariff category within 90 days?","wording":"Can prior usage and plan history predict a subscriber's next tariff category within 90 days?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-3","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-21","status":"proposed_scope_association","reason":"Subscription lifecycle, usage or tariff history is topically aligned; this is a custom analysis candidate. The public event reference does not verify a question-specific monthly panel or cross-city scope.","dataCoverageVerified":false}],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-3"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can prior usage and plan history predict a subscriber's next tariff category within 90 days?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated tariff transitions; available tariff categories; usage history; subscription status and follow-up dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use only information known before the forecast; retain no-change outcomes.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-3&kind=question&dataset=Can+prior+usage+and+plan+history+predict+a+subscriber%27s+next+tariff+category+within+90+days%3F&question=Can+prior+usage+and+plan+history+predict+a+subscriber%27s+next+tariff+category+within+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-3#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use only information known before the forecast; retain no-change outcomes.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-3&kind=question&dataset=Can+prior+usage+and+plan+history+predict+a+subscriber%27s+next+tariff+category+within+90+days%3F&question=Can+prior+usage+and+plan+history+predict+a+subscriber%27s+next+tariff+category+within+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-3#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-3","/assets/data/question-designs.v1.json#questions/telecom-expanded-3"],"keywords":["telecom","tariff","plan transition","prepaid","postpaid","next plan","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-4","sector":"telecom","lens":"research","originalWording":"How do prepaid, postpaid, hybrid and data-only adoption journeys differ between first-time and returning subscribers?","wording":"How do prepaid, postpaid, hybrid and data-only adoption journeys differ between first-time and returning subscribers?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-4","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-21","status":"proposed_scope_association","reason":"Subscription lifecycle, usage or tariff history is topically aligned; this is a custom analysis candidate. The public event reference does not verify a question-specific monthly panel or cross-city scope.","dataCoverageVerified":false}],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-4"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do prepaid, postpaid, hybrid and data-only adoption journeys differ between first-time and returning subscribers?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Subscription starts and prior account histories; plan categories; activation and first-use dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Define first-time use within the observation window; earlier subscriptions may be unobserved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-4&kind=question&dataset=How+do+prepaid%2C+postpaid%2C+hybrid+and+data-only+adoption+journeys+differ+between+first-time+and+returning+subscribers%3F&question=How+do+prepaid%2C+postpaid%2C+hybrid+and+data-only+adoption+journeys+differ+between+first-time+and+returning+subscribers%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-4#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Define first-time use within the observation window; earlier subscriptions may be unobserved.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-4&kind=question&dataset=How+do+prepaid%2C+postpaid%2C+hybrid+and+data-only+adoption+journeys+differ+between+first-time+and+returning+subscribers%3F&question=How+do+prepaid%2C+postpaid%2C+hybrid+and+data-only+adoption+journeys+differ+between+first-time+and+returning+subscribers%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-4#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-4","/assets/data/question-designs.v1.json#questions/telecom-expanded-4"],"keywords":["telecom","service adoption","prepaid","postpaid","hybrid","data-only","activation","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-5","sector":"telecom","lens":"research","originalWording":"How does commute distance relate to the timing and volume of mobile data use on workdays and weekends?","wording":"How does commute distance relate to the timing and volume of mobile data use on workdays and weekends?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-5","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-21","status":"proposed_scope_association","reason":"Subscription lifecycle, usage or tariff history is topically aligned; this is a custom analysis candidate. The public event reference does not verify a question-specific monthly panel or cross-city scope.","dataCoverageVerified":false}],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-5"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does commute distance relate to the timing and volume of mobile data use on workdays and weekends?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Privacy-safe linked trip histories; commute distances; work schedules; timestamped mobile data usage","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A commuting association does not establish why usage changes.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-5&kind=question&dataset=How+does+commute+distance+relate+to+the+timing+and+volume+of+mobile+data+use+on+workdays+and+weekends%3F&question=How+does+commute+distance+relate+to+the+timing+and+volume+of+mobile+data+use+on+workdays+and+weekends%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-5#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","A commuting association does not establish why usage changes.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-5&kind=question&dataset=How+does+commute+distance+relate+to+the+timing+and+volume+of+mobile+data+use+on+workdays+and+weekends%3F&question=How+does+commute+distance+relate+to+the+timing+and+volume+of+mobile+data+use+on+workdays+and+weekends%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-5#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-5","/assets/data/question-designs.v1.json#questions/telecom-expanded-5"],"keywords":["telecom","commuting","mobility","workday","weekend","data consumption","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-6","sector":"telecom","lens":"ml","originalWording":"Can cell-handover sequences recover recurring travel routines when tested against independently recorded trips?","wording":"Can cell-handover sequences recover recurring travel routines when tested against independently recorded trips?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-6","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-6"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can cell-handover sequences recover recurring travel routines when tested against independently recorded trips?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Timestamped handovers; cell geography; independently recorded or synthetic reference trips; missing-observation indicators","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Cell changes are imperfect location signals; evaluate against separate trip references.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-6&kind=question&dataset=Can+cell-handover+sequences+recover+recurring+travel+routines+when+tested+against+independently+recorded+trips%3F&question=Can+cell-handover+sequences+recover+recurring+travel+routines+when+tested+against+independently+recorded+trips%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-6#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Cell changes are imperfect location signals; evaluate against separate trip references.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-6&kind=question&dataset=Can+cell-handover+sequences+recover+recurring+travel+routines+when+tested+against+independently+recorded+trips%3F&question=Can+cell-handover+sequences+recover+recurring+travel+routines+when+tested+against+independently+recorded+trips%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-6#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-6","/assets/data/question-designs.v1.json#questions/telecom-expanded-6"],"keywords":["telecom","handover","travel routines","sequence modelling","mobility","cell sites","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-7","sector":"telecom","lens":"ml","originalWording":"Can recent subscriber movement improve next-hour cell-demand forecasts beyond past network load alone?","wording":"Can recent subscriber movement improve next-hour cell-demand forecasts beyond past network load alone?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-7","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-7"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can recent subscriber movement improve next-hour cell-demand forecasts beyond past network load alone?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Aggregated subscriber movements; hourly cell load; cell capacity; calendar and observation timestamps","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Compare movement signals with a load-only baseline using strictly earlier observations.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-7&kind=question&dataset=Can+recent+subscriber+movement+improve+next-hour+cell-demand+forecasts+beyond+past+network+load+alone%3F&question=Can+recent+subscriber+movement+improve+next-hour+cell-demand+forecasts+beyond+past+network+load+alone%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-7#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Compare movement signals with a load-only baseline using strictly earlier observations.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-7&kind=question&dataset=Can+recent+subscriber+movement+improve+next-hour+cell-demand+forecasts+beyond+past+network+load+alone%3F&question=Can+recent+subscriber+movement+improve+next-hour+cell-demand+forecasts+beyond+past+network+load+alone%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-7#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-7","/assets/data/question-designs.v1.json#questions/telecom-expanded-7"],"keywords":["telecom","cell demand","network load","mobility","next-hour forecast","capacity","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-8","sector":"telecom","lens":"research","originalWording":"Which mobile-usage groups have concentrated or geographically dispersed activity over a month?","wording":"Which mobile-usage groups have concentrated or geographically dispersed activity over a month?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-8","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-8"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which mobile-usage groups have concentrated or geographically dispersed activity over a month?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Privacy-safe cell activity by subscriber and month; cell locations; usage volumes; observation coverage","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Describe observed activity footprints without treating them as personal identity or income labels.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-8&kind=question&dataset=Which+mobile-usage+groups+have+concentrated+or+geographically+dispersed+activity+over+a+month%3F&question=Which+mobile-usage+groups+have+concentrated+or+geographically+dispersed+activity+over+a+month%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-8#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Describe observed activity footprints without treating them as personal identity or income labels.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-8&kind=question&dataset=Which+mobile-usage+groups+have+concentrated+or+geographically+dispersed+activity+over+a+month%3F&question=Which+mobile-usage+groups+have+concentrated+or+geographically+dispersed+activity+over+a+month%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-8#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-8","/assets/data/question-designs.v1.json#questions/telecom-expanded-8"],"keywords":["telecom","usage segments","geographic spread","activity footprint","mobile behaviour","clustering","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-9","sector":"telecom","lens":"ml","originalWording":"Which mobile subscribers make their first recorded wallet transaction within the next 90 days?","wording":"Which mobile subscribers make their first recorded wallet transaction within the next 90 days?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-9","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-9"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which mobile subscribers make their first recorded wallet transaction within the next 90 days?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Subscriber and wallet links; registration and first-transaction dates; prior mobile use; eligible follow-up periods","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Separate wallet registration from first use; confirm that earlier wallet activity is observable.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-9&kind=question&dataset=Which+mobile+subscribers+make+their+first+recorded+wallet+transaction+within+the+next+90+days%3F&question=Which+mobile+subscribers+make+their+first+recorded+wallet+transaction+within+the+next+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-9#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Separate wallet registration from first use; confirm that earlier wallet activity is observable.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-9&kind=question&dataset=Which+mobile+subscribers+make+their+first+recorded+wallet+transaction+within+the+next+90+days%3F&question=Which+mobile+subscribers+make+their+first+recorded+wallet+transaction+within+the+next+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-9#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-9","/assets/data/question-designs.v1.json#questions/telecom-expanded-9"],"keywords":["telecom","mobile wallet","mobile money","wallet adoption","first transaction","90 days","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-10","sector":"telecom","lens":"research","originalWording":"Where do newly registered wallet users pause between their first deposit, first transfer and first merchant payment?","wording":"Where do newly registered wallet users pause between their first deposit, first transfer and first merchant payment?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-10","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-10"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where do newly registered wallet users pause between their first deposit, first transfer and first merchant payment?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Wallet registration cohorts; dated deposits, transfers and merchant payments; event definitions and follow-up windows","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Missing milestones may reflect limited observation rather than abandonment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-10&kind=question&dataset=Where+do+newly+registered+wallet+users+pause+between+their+first+deposit%2C+first+transfer+and+first+merchant+payment%3F&question=Where+do+newly+registered+wallet+users+pause+between+their+first+deposit%2C+first+transfer+and+first+merchant+payment%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-10#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Missing milestones may reflect limited observation rather than abandonment.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-10&kind=question&dataset=Where+do+newly+registered+wallet+users+pause+between+their+first+deposit%2C+first+transfer+and+first+merchant+payment%3F&question=Where+do+newly+registered+wallet+users+pause+between+their+first+deposit%2C+first+transfer+and+first+merchant+payment%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-10#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-10","/assets/data/question-designs.v1.json#questions/telecom-expanded-10"],"keywords":["telecom","wallet onboarding","first deposit","first transfer","merchant payment","activation journey","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-11","sector":"telecom","lens":"ml","originalWording":"Can recent wallet histories forecast 60 days without a transaction among previously active users?","wording":"Can recent wallet histories forecast 60 days without a transaction among previously active users?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-11","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-11"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can recent wallet histories forecast 60 days without a transaction among previously active users?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated wallet transactions; account status; agreed activity definition; at least 60 days of future observation","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define inactivity separately from account closure and exclude incomplete follow-up.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-11&kind=question&dataset=Can+recent+wallet+histories+forecast+60+days+without+a+transaction+among+previously+active+users%3F&question=Can+recent+wallet+histories+forecast+60+days+without+a+transaction+among+previously+active+users%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-11#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define inactivity separately from account closure and exclude incomplete follow-up.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-11&kind=question&dataset=Can+recent+wallet+histories+forecast+60+days+without+a+transaction+among+previously+active+users%3F&question=Can+recent+wallet+histories+forecast+60+days+without+a+transaction+among+previously+active+users%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-11#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-11","/assets/data/question-designs.v1.json#questions/telecom-expanded-11"],"keywords":["telecom","wallet inactivity","dormancy","mobile money","retention","60 days","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-12","sector":"telecom","lens":"research","originalWording":"What stable payment patterns distinguish transfer-led, merchant-led and cash-in/cash-out wallet users?","wording":"What stable payment patterns distinguish transfer-led, merchant-led and cash-in/cash-out wallet users?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-12","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-12"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What stable payment patterns distinguish transfer-led, merchant-led and cash-in/cash-out wallet users?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Wallet transaction types, values and dates; active observation periods; reversals and transaction-status labels","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Transaction categories describe wallet behaviour, not all household payments or cash use.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-12&kind=question&dataset=What+stable+payment+patterns+distinguish+transfer-led%2C+merchant-led+and+cash-in%2Fcash-out+wallet+users%3F&question=What+stable+payment+patterns+distinguish+transfer-led%2C+merchant-led+and+cash-in%2Fcash-out+wallet+users%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-12#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Transaction categories describe wallet behaviour, not all household payments or cash use.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-12&kind=question&dataset=What+stable+payment+patterns+distinguish+transfer-led%2C+merchant-led+and+cash-in%2Fcash-out+wallet+users%3F&question=What+stable+payment+patterns+distinguish+transfer-led%2C+merchant-led+and+cash-in%2Fcash-out+wallet+users%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-12#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-12","/assets/data/question-designs.v1.json#questions/telecom-expanded-12"],"keywords":["telecom","P2P","merchant payments","cash-in","cash-out","wallet segments","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-13","sector":"telecom","lens":"ml","originalWording":"Can a wallet user's recent sequence predict the next transaction type within 30 days?","wording":"Can a wallet user's recent sequence predict the next transaction type within 30 days?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-13","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-13"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a wallet user's recent sequence predict the next transaction type within 30 days?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Ordered wallet transactions; transaction categories; account status; complete 30-day follow-up","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Include no-transaction periods and evaluate without future transaction information.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-13&kind=question&dataset=Can+a+wallet+user%27s+recent+sequence+predict+the+next+transaction+type+within+30+days%3F&question=Can+a+wallet+user%27s+recent+sequence+predict+the+next+transaction+type+within+30+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-13#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Include no-transaction periods and evaluate without future transaction information.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-13&kind=question&dataset=Can+a+wallet+user%27s+recent+sequence+predict+the+next+transaction+type+within+30+days%3F&question=Can+a+wallet+user%27s+recent+sequence+predict+the+next+transaction+type+within+30+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-13#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-13","/assets/data/question-designs.v1.json#questions/telecom-expanded-13"],"keywords":["telecom","next transaction","mobile money","P2P","merchant payments","sequence modelling","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-14","sector":"telecom","lens":"research","originalWording":"How does the merchant-payment share of wallet activity vary around recorded employment or income changes?","wording":"How does the merchant-payment share of wallet activity vary around recorded employment or income changes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-14","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-14"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does the merchant-payment share of wallet activity vary around recorded employment or income changes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked employment and income event dates; wallet transactions by category; household membership at each date","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Report temporal associations; wallet records do not represent total household spending.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-14&kind=question&dataset=How+does+the+merchant-payment+share+of+wallet+activity+vary+around+recorded+employment+or+income+changes%3F&question=How+does+the+merchant-payment+share+of+wallet+activity+vary+around+recorded+employment+or+income+changes%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-14#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Report temporal associations; wallet records do not represent total household spending.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-14&kind=question&dataset=How+does+the+merchant-payment+share+of+wallet+activity+vary+around+recorded+employment+or+income+changes%3F&question=How+does+the+merchant-payment+share+of+wallet+activity+vary+around+recorded+employment+or+income+changes%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-14#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-14","/assets/data/question-designs.v1.json#questions/telecom-expanded-14"],"keywords":["telecom","employment change","income change","merchant share","wallet activity","household payments","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-15","sector":"telecom","lens":"ml","originalWording":"Can established cash-in/cash-out patterns predict a first merchant payment within the next 60 days?","wording":"Can established cash-in/cash-out patterns predict a first merchant payment within the next 60 days?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-15","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-15"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can established cash-in/cash-out patterns predict a first merchant payment within the next 60 days?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Wallet histories without prior merchant payments; cash-in and cash-out events; merchant-payment dates; follow-up windows","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A new merchant payment does not establish that cash use has been replaced.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-15&kind=question&dataset=Can+established+cash-in%2Fcash-out+patterns+predict+a+first+merchant+payment+within+the+next+60+days%3F&question=Can+established+cash-in%2Fcash-out+patterns+predict+a+first+merchant+payment+within+the+next+60+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-15#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A new merchant payment does not establish that cash use has been replaced.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-15&kind=question&dataset=Can+established+cash-in%2Fcash-out+patterns+predict+a+first+merchant+payment+within+the+next+60+days%3F&question=Can+established+cash-in%2Fcash-out+patterns+predict+a+first+merchant+payment+within+the+next+60+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-15#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-15","/assets/data/question-designs.v1.json#questions/telecom-expanded-15"],"keywords":["telecom","cash-in","cash-out","merchant adoption","digital payments","60 days","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-16","sector":"telecom","lens":"ai","originalWording":"Can an assistant summarise monthly wallet activity without labelling a fall in spending as financial hardship?","wording":"Can an assistant summarise monthly wallet activity without labelling a fall in spending as financial hardship?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-16","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-16"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant summarise monthly wallet activity without labelling a fall in spending as financial hardship?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic or appropriately scoped wallet statements; transaction categories and reversals; reference totals and reviewed summaries","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Evaluate factual summaries; no hardship inference from payment activity alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-16&kind=question&dataset=Can+an+assistant+summarise+monthly+wallet+activity+without+labelling+a+fall+in+spending+as+financial+hardship%3F&question=Can+an+assistant+summarise+monthly+wallet+activity+without+labelling+a+fall+in+spending+as+financial+hardship%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-16#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Evaluate factual summaries; no hardship inference from payment activity alone.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-16&kind=question&dataset=Can+an+assistant+summarise+monthly+wallet+activity+without+labelling+a+fall+in+spending+as+financial+hardship%3F&question=Can+an+assistant+summarise+monthly+wallet+activity+without+labelling+a+fall+in+spending+as+financial+hardship%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-16#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-16","/assets/data/question-designs.v1.json#questions/telecom-expanded-16"],"keywords":["telecom","wallet assistant","generative AI","payment summary","grounding","financial hardship","numeric accuracy","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-17","sector":"telecom","lens":"ml","originalWording":"Does mobile-use history improve forecasts of a household's first fixed-broadband connection within 90 days?","wording":"Does mobile-use history improve forecasts of a household's first fixed-broadband connection within 90 days?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-17","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-17"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does mobile-use history improve forecasts of a household's first fixed-broadband connection within 90 days?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated mobile usage; household-account links; address-level service eligibility; first fixed-connection dates; follow-up windows","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Compare with a household-only baseline among addresses eligible for fixed service.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-17&kind=question&dataset=Does+mobile-use+history+improve+forecasts+of+a+household%27s+first+fixed-broadband+connection+within+90+days%3F&question=Does+mobile-use+history+improve+forecasts+of+a+household%27s+first+fixed-broadband+connection+within+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-17#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Compare with a household-only baseline among addresses eligible for fixed service.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-17&kind=question&dataset=Does+mobile-use+history+improve+forecasts+of+a+household%27s+first+fixed-broadband+connection+within+90+days%3F&question=Does+mobile-use+history+improve+forecasts+of+a+household%27s+first+fixed-broadband+connection+within+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-17#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-17","/assets/data/question-designs.v1.json#questions/telecom-expanded-17"],"keywords":["telecom","fixed broadband","mobile usage","household adoption","fibre","fixed wireless","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-18","sector":"telecom","lens":"research","originalWording":"How do households choosing fibre and fixed wireless differ when both technologies are available at their address?","wording":"How do households choosing fibre and fixed wireless differ when both technologies are available at their address?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-18","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-18"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do households choosing fibre and fixed wireless differ when both technologies are available at their address?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Household characteristics; address-level technology availability; offers and prices at the time; selected connection technology","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Observed differences do not identify the cause of technology choice.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-18&kind=question&dataset=How+do+households+choosing+fibre+and+fixed+wireless+differ+when+both+technologies+are+available+at+their+address%3F&question=How+do+households+choosing+fibre+and+fixed+wireless+differ+when+both+technologies+are+available+at+their+address%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-18#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Observed differences do not identify the cause of technology choice.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-18&kind=question&dataset=How+do+households+choosing+fibre+and+fixed+wireless+differ+when+both+technologies+are+available+at+their+address%3F&question=How+do+households+choosing+fibre+and+fixed+wireless+differ+when+both+technologies+are+available+at+their+address%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-18#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-18","/assets/data/question-designs.v1.json#questions/telecom-expanded-18"],"keywords":["telecom","fibre","fiber","fixed wireless","FWA","technology choice","household broadband","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-19","sector":"telecom","lens":"research","originalWording":"How do business broadband adoption rates vary by industry, establishment size and trading location?","wording":"How do business broadband adoption rates vary by industry, establishment size and trading location?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-19","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-19"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do business broadband adoption rates vary by industry, establishment size and trading location?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Business establishments by industry, size and location; broadband eligibility; connection status and observation dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use an eligible-business denominator and a consistent definition of an active connection.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-19&kind=question&dataset=How+do+business+broadband+adoption+rates+vary+by+industry%2C+establishment+size+and+trading+location%3F&question=How+do+business+broadband+adoption+rates+vary+by+industry%2C+establishment+size+and+trading+location%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-19#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use an eligible-business denominator and a consistent definition of an active connection.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-19&kind=question&dataset=How+do+business+broadband+adoption+rates+vary+by+industry%2C+establishment+size+and+trading+location%3F&question=How+do+business+broadband+adoption+rates+vary+by+industry%2C+establishment+size+and+trading+location%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-19#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-19","/assets/data/question-designs.v1.json#questions/telecom-expanded-19"],"keywords":["telecom","business broadband","industry","establishment size","trading location","adoption","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-20","sector":"telecom","lens":"ml","originalWording":"Does merchant-payment history improve six-month forecasts of a business's first broadband connection?","wording":"Does merchant-payment history improve six-month forecasts of a business's first broadband connection?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-20","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-20"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does merchant-payment history improve six-month forecasts of a business's first broadband connection?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Business-wallet links; dated merchant-payment activity; business characteristics; broadband eligibility and first-connection dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Keep business and household accounts separate; use payment history available before prediction.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-20&kind=question&dataset=Does+merchant-payment+history+improve+six-month+forecasts+of+a+business%27s+first+broadband+connection%3F&question=Does+merchant-payment+history+improve+six-month+forecasts+of+a+business%27s+first+broadband+connection%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-20#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Keep business and household accounts separate; use payment history available before prediction.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-20&kind=question&dataset=Does+merchant-payment+history+improve+six-month+forecasts+of+a+business%27s+first+broadband+connection%3F&question=Does+merchant-payment+history+improve+six-month+forecasts+of+a+business%27s+first+broadband+connection%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-20#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-20","/assets/data/question-designs.v1.json#questions/telecom-expanded-20"],"keywords":["telecom","business connectivity","merchant payments","digital business","broadband adoption","six-month forecast","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-21","sector":"telecom","lens":"ml","originalWording":"Can connection tenure, quality history and previous bills distinguish fixed-service cancellation from a provider switch in the next 90 days?","wording":"Can connection tenure, quality history and previous bills distinguish fixed-service cancellation from a provider switch in the next 90 days?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-21","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-21"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can connection tenure, quality history and previous bills distinguish fixed-service cancellation from a provider switch in the next 90 days?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Fixed-service histories; quality measurements; bills; verified cancellations and provider switches; event dates","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A missing account is not a confirmed switch; scope verified destination or cancellation labels.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-21&kind=question&dataset=Can+connection+tenure%2C+quality+history+and+previous+bills+distinguish+fixed-service+cancellation+from+a+provider+switch+in+the+next+90+days%3F&question=Can+connection+tenure%2C+quality+history+and+previous+bills+distinguish+fixed-service+cancellation+from+a+provider+switch+in+the+next+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-21#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","A missing account is not a confirmed switch; scope verified destination or cancellation labels.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-21&kind=question&dataset=Can+connection+tenure%2C+quality+history+and+previous+bills+distinguish+fixed-service+cancellation+from+a+provider+switch+in+the+next+90+days%3F&question=Can+connection+tenure%2C+quality+history+and+previous+bills+distinguish+fixed-service+cancellation+from+a+provider+switch+in+the+next+90+days%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-21#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-21","/assets/data/question-designs.v1.json#questions/telecom-expanded-21"],"keywords":["telecom","fixed-service churn","cancellation","provider switch","connection tenure","retention","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-22","sector":"telecom","lens":"research","originalWording":"How long do households remain without fixed service when moving home, and how does the gap vary by destination coverage?","wording":"How long do households remain without fixed service when moving home, and how does the gap vary by destination coverage?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-22","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-22"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long do households remain without fixed service when moving home, and how does the gap vary by destination coverage?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated household moves; old and new service histories; installation and disconnection dates; destination coverage","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Measure observed service gaps without attributing them solely to a move or coverage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-22&kind=question&dataset=How+long+do+households+remain+without+fixed+service+when+moving+home%2C+and+how+does+the+gap+vary+by+destination+coverage%3F&question=How+long+do+households+remain+without+fixed+service+when+moving+home%2C+and+how+does+the+gap+vary+by+destination+coverage%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-22#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Measure observed service gaps without attributing them solely to a move or coverage.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-22&kind=question&dataset=How+long+do+households+remain+without+fixed+service+when+moving+home%2C+and+how+does+the+gap+vary+by+destination+coverage%3F&question=How+long+do+households+remain+without+fixed+service+when+moving+home%2C+and+how+does+the+gap+vary+by+destination+coverage%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-22#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-22","/assets/data/question-designs.v1.json#questions/telecom-expanded-22"],"keywords":["telecom","moving home","reconnection","service continuity","broadband transfer","coverage","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-23","sector":"telecom","lens":"ml","originalWording":"Which legacy fixed connections migrate to fibre within six months when fibre is available?","wording":"Which legacy fixed connections migrate to fibre within six months when fibre is available?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-23","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-23"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which legacy fixed connections migrate to fibre within six months when fibre is available?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Legacy connection histories; fibre availability dates; migration events; prior service use; complete follow-up periods","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Restrict forecasts to eligible premises and distinguish migration from a new household connection.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-23&kind=question&dataset=Which+legacy+fixed+connections+migrate+to+fibre+within+six+months+when+fibre+is+available%3F&question=Which+legacy+fixed+connections+migrate+to+fibre+within+six+months+when+fibre+is+available%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-23#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Restrict forecasts to eligible premises and distinguish migration from a new household connection.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-23&kind=question&dataset=Which+legacy+fixed+connections+migrate+to+fibre+within+six+months+when+fibre+is+available%3F&question=Which+legacy+fixed+connections+migrate+to+fibre+within+six+months+when+fibre+is+available%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-23#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-23","/assets/data/question-designs.v1.json#questions/telecom-expanded-23"],"keywords":["telecom","legacy broadband","fibre migration","fiber upgrade","fixed connection","six months","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-24","sector":"telecom","lens":"ai","originalWording":"Can an assistant extract requested, scheduled and completed connection dates from broadband installation and move orders?","wording":"Can an assistant extract requested, scheduled and completed connection dates from broadband installation and move orders?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-24","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-24"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant extract requested, scheduled and completed connection dates from broadband installation and move orders?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic or scoped installation and move orders; amendments; event-date annotations; reviewed reference extractions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Preserve date roles and unresolved changes; a scheduled installation is not a completed connection.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-24&kind=question&dataset=Can+an+assistant+extract+requested%2C+scheduled+and+completed+connection+dates+from+broadband+installation+and+move+orders%3F&question=Can+an+assistant+extract+requested%2C+scheduled+and+completed+connection+dates+from+broadband+installation+and+move+orders%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-24#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Preserve date roles and unresolved changes; a scheduled installation is not a completed connection.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-24&kind=question&dataset=Can+an+assistant+extract+requested%2C+scheduled+and+completed+connection+dates+from+broadband+installation+and+move+orders%3F&question=Can+an+assistant+extract+requested%2C+scheduled+and+completed+connection+dates+from+broadband+installation+and+move+orders%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-24#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-24","/assets/data/question-designs.v1.json#questions/telecom-expanded-24"],"keywords":["telecom","installation assistant","move order","date extraction","generative AI","broadband activation","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-25","sector":"telecom","lens":"research","originalWording":"How do advertised plan speeds, provisioned line rates and measured throughput differ for the same premises?","wording":"How do advertised plan speeds, provisioned line rates and measured throughput differ for the same premises?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-25","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-25"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do advertised plan speeds, provisioned line rates and measured throughput differ for the same premises?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Versioned plan speeds; provisioned line rates; timestamped throughput tests; test methods and premises-service links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Keep service promises, configured capacity and test results separate; account for test conditions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-25&kind=question&dataset=How+do+advertised+plan+speeds%2C+provisioned+line+rates+and+measured+throughput+differ+for+the+same+premises%3F&question=How+do+advertised+plan+speeds%2C+provisioned+line+rates+and+measured+throughput+differ+for+the+same+premises%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-25#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Keep service promises, configured capacity and test results separate; account for test conditions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-25&kind=question&dataset=How+do+advertised+plan+speeds%2C+provisioned+line+rates+and+measured+throughput+differ+for+the+same+premises%3F&question=How+do+advertised+plan+speeds%2C+provisioned+line+rates+and+measured+throughput+differ+for+the+same+premises%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-25#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-25","/assets/data/question-designs.v1.json#questions/telecom-expanded-25"],"keywords":["telecom","advertised speed","provisioned speed","throughput","broadband performance","speed test","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-26","sector":"telecom","lens":"ml","originalWording":"Can recent quality measurements forecast a sustained broadband slowdown in the next 48 hours?","wording":"Can recent quality measurements forecast a sustained broadband slowdown in the next 48 hours?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-26","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-26"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can recent quality measurements forecast a sustained broadband slowdown in the next 48 hours?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Time-stamped throughput, latency and loss; service baselines; maintenance schedules; labelled slowdown periods","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define slowdown duration and thresholds in advance; separate planned work from degradation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-26&kind=question&dataset=Can+recent+quality+measurements+forecast+a+sustained+broadband+slowdown+in+the+next+48+hours%3F&question=Can+recent+quality+measurements+forecast+a+sustained+broadband+slowdown+in+the+next+48+hours%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-26#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define slowdown duration and thresholds in advance; separate planned work from degradation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-26&kind=question&dataset=Can+recent+quality+measurements+forecast+a+sustained+broadband+slowdown+in+the+next+48+hours%3F&question=Can+recent+quality+measurements+forecast+a+sustained+broadband+slowdown+in+the+next+48+hours%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-26#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-26","/assets/data/question-designs.v1.json#questions/telecom-expanded-26"],"keywords":["telecom","QoS","slowdown","latency","packet loss","degradation forecast","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-27","sector":"telecom","lens":"ml","originalWording":"Can information available when a network fault opens predict its restoration duration?","wording":"Can information available when a network fault opens predict its restoration duration?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-27","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-27"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can information available when a network fault opens predict its restoration duration?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Fault-opening timestamps; contemporaneous node and fault attributes; prior incidents; confirmed restoration times","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Do not use later repair actions or final incident descriptions as predictors.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-27&kind=question&dataset=Can+information+available+when+a+network+fault+opens+predict+its+restoration+duration%3F&question=Can+information+available+when+a+network+fault+opens+predict+its+restoration+duration%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-27#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Do not use later repair actions or final incident descriptions as predictors.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-27&kind=question&dataset=Can+information+available+when+a+network+fault+opens+predict+its+restoration+duration%3F&question=Can+information+available+when+a+network+fault+opens+predict+its+restoration+duration%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-27#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-27","/assets/data/question-designs.v1.json#questions/telecom-expanded-27"],"keywords":["telecom","network fault","restoration duration","node reliability","outage forecast","repair time","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-28","sector":"telecom","lens":"research","originalWording":"Do premises on the same access node show synchronised slowdowns after separating shared outages from individual connection problems?","wording":"Do premises on the same access node show synchronised slowdowns after separating shared outages from individual connection problems?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-28","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-28"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do premises on the same access node show synchronised slowdowns after separating shared outages from individual connection problems?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Premises-to-node links; synchronised quality measurements; shared outage records; individual service-fault labels","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Shared timing alone does not establish a common technical cause.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-28&kind=question&dataset=Do+premises+on+the+same+access+node+show+synchronised+slowdowns+after+separating+shared+outages+from+individual+connection+problems%3F&question=Do+premises+on+the+same+access+node+show+synchronised+slowdowns+after+separating+shared+outages+from+individual+connection+problems%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-28#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Shared timing alone does not establish a common technical cause.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-28&kind=question&dataset=Do+premises+on+the+same+access+node+show+synchronised+slowdowns+after+separating+shared+outages+from+individual+connection+problems%3F&question=Do+premises+on+the+same+access+node+show+synchronised+slowdowns+after+separating+shared+outages+from+individual+connection+problems%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-28#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-28","/assets/data/question-designs.v1.json#questions/telecom-expanded-28"],"keywords":["telecom","access node","shared slowdown","last mile","broadband reliability","network topology","telecommunications","mobile","connectivity","reliability","outages","continuity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-29","sector":"telecom","lens":"ml","originalWording":"Can bill and payment histories forecast which broadband invoices remain unpaid 30 days after their due date?","wording":"Can bill and payment histories forecast which broadband invoices remain unpaid 30 days after their due date?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-29","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-29"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can bill and payment histories forecast which broadband invoices remain unpaid 30 days after their due date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Invoice dates and amounts; due dates; payments; credits and dispute status; complete 30-day follow-up","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","This is a service-payment research target, not a creditworthiness judgement; distinguish disputes and credits.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-29&kind=question&dataset=Can+bill+and+payment+histories+forecast+which+broadband+invoices+remain+unpaid+30+days+after+their+due+date%3F&question=Can+bill+and+payment+histories+forecast+which+broadband+invoices+remain+unpaid+30+days+after+their+due+date%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-29#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","This is a service-payment research target, not a creditworthiness judgement; distinguish disputes and credits.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-29&kind=question&dataset=Can+bill+and+payment+histories+forecast+which+broadband+invoices+remain+unpaid+30+days+after+their+due+date%3F&question=Can+bill+and+payment+histories+forecast+which+broadband+invoices+remain+unpaid+30+days+after+their+due+date%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-29#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-29","/assets/data/question-designs.v1.json#questions/telecom-expanded-29"],"keywords":["telecom","overdue broadband bill","late payment","invoice","billing history","30 days","telecommunications","mobile","connectivity","arrears","collections"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-30","sector":"telecom","lens":"research","originalWording":"How does household broadband spending as a share of measured disposable income vary across wards and plan tiers?","wording":"How does household broadband spending as a share of measured disposable income vary across wards and plan tiers?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-30","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-30"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does household broadband spending as a share of measured disposable income vary across wards and plan tiers?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Household broadband charges; consistently measured disposable income; billing periods; plan tiers and ward locations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Align spending and income periods; report zero or unmeasured income separately.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-30&kind=question&dataset=How+does+household+broadband+spending+as+a+share+of+measured+disposable+income+vary+across+wards+and+plan+tiers%3F&question=How+does+household+broadband+spending+as+a+share+of+measured+disposable+income+vary+across+wards+and+plan+tiers%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-30#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Align spending and income periods; report zero or unmeasured income separately.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-30&kind=question&dataset=How+does+household+broadband+spending+as+a+share+of+measured+disposable+income+vary+across+wards+and+plan+tiers%3F&question=How+does+household+broadband+spending+as+a+share+of+measured+disposable+income+vary+across+wards+and+plan+tiers%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-30#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-30","/assets/data/question-designs.v1.json#questions/telecom-expanded-30"],"keywords":["telecom","broadband affordability","household income","plan tier","ward comparison","telecom spending","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-31","sector":"telecom","lens":"research","originalWording":"What broadband payment delays are observed before and after recorded changes in household employment?","wording":"What broadband payment delays are observed before and after recorded changes in household employment?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-31","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-31"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What broadband payment delays are observed before and after recorded changes in household employment?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated household employment histories; household membership; broadband invoices, due dates and payments; observation windows","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Describe timing and association without treating employment changes as the sole explanation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-31&kind=question&dataset=What+broadband+payment+delays+are+observed+before+and+after+recorded+changes+in+household+employment%3F&question=What+broadband+payment+delays+are+observed+before+and+after+recorded+changes+in+household+employment%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-31#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Describe timing and association without treating employment changes as the sole explanation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-31&kind=question&dataset=What+broadband+payment+delays+are+observed+before+and+after+recorded+changes+in+household+employment%3F&question=What+broadband+payment+delays+are+observed+before+and+after+recorded+changes+in+household+employment%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-31#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-31","/assets/data/question-designs.v1.json#questions/telecom-expanded-31"],"keywords":["telecom","employment transition","broadband payments","payment delay","household economics","late bills","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-32","sector":"telecom","lens":"ai","originalWording":"Can a billing assistant reconcile a broadband invoice with recorded payments, credits and partial-month charges, showing any unresolved difference?","wording":"Can a billing assistant reconcile a broadband invoice with recorded payments, credits and partial-month charges, showing any unresolved difference?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-32","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-32"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a billing assistant reconcile a broadband invoice with recorded payments, credits and partial-month charges, showing any unresolved difference?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic or scoped itemised invoices; payment and credit ledgers; proration rules; reviewed reconciliation answers","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Explain only supported amounts; flag missing ledger entries or unclear charging rules.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-32&kind=question&dataset=Can+a+billing+assistant+reconcile+a+broadband+invoice+with+recorded+payments%2C+credits+and+partial-month+charges%2C+showing+any+unresolved+difference%3F&question=Can+a+billing+assistant+reconcile+a+broadband+invoice+with+recorded+payments%2C+credits+and+partial-month+charges%2C+showing+any+unresolved+difference%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-32#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Explain only supported amounts; flag missing ledger entries or unclear charging rules.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-32&kind=question&dataset=Can+a+billing+assistant+reconcile+a+broadband+invoice+with+recorded+payments%2C+credits+and+partial-month+charges%2C+showing+any+unresolved+difference%3F&question=Can+a+billing+assistant+reconcile+a+broadband+invoice+with+recorded+payments%2C+credits+and+partial-month+charges%2C+showing+any+unresolved+difference%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-32#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-32","/assets/data/question-designs.v1.json#questions/telecom-expanded-32"],"keywords":["telecom","billing assistant","invoice reconciliation","credits","proration","generative AI","numeric accuracy","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-33","sector":"telecom","lens":"research","originalWording":"How do households move between mobile-only, fixed-only and combined connectivity over a year?","wording":"How do households move between mobile-only, fixed-only and combined connectivity over a year?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-33","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-33"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do households move between mobile-only, fixed-only and combined connectivity over a year?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Household-account links over time; active mobile and fixed services; connection dates; household changes","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Classify connections using dated household membership; unlinked accounts must remain unknown.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-33&kind=question&dataset=How+do+households+move+between+mobile-only%2C+fixed-only+and+combined+connectivity+over+a+year%3F&question=How+do+households+move+between+mobile-only%2C+fixed-only+and+combined+connectivity+over+a+year%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-33#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Classify connections using dated household membership; unlinked accounts must remain unknown.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-33&kind=question&dataset=How+do+households+move+between+mobile-only%2C+fixed-only+and+combined+connectivity+over+a+year%3F&question=How+do+households+move+between+mobile-only%2C+fixed-only+and+combined+connectivity+over+a+year%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-33#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-33","/assets/data/question-designs.v1.json#questions/telecom-expanded-33"],"keywords":["telecom","mobile-only","fixed-only","combined connectivity","household lifecycle","converged services","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-34","sector":"telecom","lens":"research","originalWording":"How does mobile data use change around a household's first fixed connection compared with households awaiting installation?","wording":"How does mobile data use change around a household's first fixed connection compared with households awaiting installation?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-34","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-34"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does mobile data use change around a household's first fixed connection compared with households awaiting installation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Household-linked mobile use; fixed installation and waiting-list dates; household characteristics; comparable observation periods","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Comparison describes observed trajectories; it does not by itself establish substitution or causation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-34&kind=question&dataset=How+does+mobile+data+use+change+around+a+household%27s+first+fixed+connection+compared+with+households+awaiting+installation%3F&question=How+does+mobile+data+use+change+around+a+household%27s+first+fixed+connection+compared+with+households+awaiting+installation%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-34#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Comparison describes observed trajectories; it does not by itself establish substitution or causation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-34&kind=question&dataset=How+does+mobile+data+use+change+around+a+household%27s+first+fixed+connection+compared+with+households+awaiting+installation%3F&question=How+does+mobile+data+use+change+around+a+household%27s+first+fixed+connection+compared+with+households+awaiting+installation%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-34#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-34","/assets/data/question-designs.v1.json#questions/telecom-expanded-34"],"keywords":["telecom","mobile data","fixed adoption","substitution","installation","combined connectivity","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-35","sector":"telecom","lens":"ml","originalWording":"How accurately can total household data demand be forecast when traffic is split across mobile and fixed connections?","wording":"How accurately can total household data demand be forecast when traffic is split across mobile and fixed connections?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-35","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-35"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How accurately can total household data demand be forecast when traffic is split across mobile and fixed connections?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated household links to mobile and fixed accounts; comparable traffic measures; observation completeness; calendar features","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Resolve household-account coverage and avoid counting the same traffic twice.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-35&kind=question&dataset=How+accurately+can+total+household+data+demand+be+forecast+when+traffic+is+split+across+mobile+and+fixed+connections%3F&question=How+accurately+can+total+household+data+demand+be+forecast+when+traffic+is+split+across+mobile+and+fixed+connections%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-35#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Resolve household-account coverage and avoid counting the same traffic twice.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-35&kind=question&dataset=How+accurately+can+total+household+data+demand+be+forecast+when+traffic+is+split+across+mobile+and+fixed+connections%3F&question=How+accurately+can+total+household+data+demand+be+forecast+when+traffic+is+split+across+mobile+and+fixed+connections%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-35#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-35","/assets/data/question-designs.v1.json#questions/telecom-expanded-35"],"keywords":["telecom","household data demand","mobile and fixed","traffic forecast","converged network","usage","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-36","sector":"telecom","lens":"ai","originalWording":"Can an assistant answer household connectivity questions by joining mobile accounts, fixed services and addresses valid on the requested date?","wording":"Can an assistant answer household connectivity questions by joining mobile accounts, fixed services and addresses valid on the requested date?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-36","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-36"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant answer household connectivity questions by joining mobile accounts, fixed services and addresses valid on the requested date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated household, account and address links; mobile and fixed service histories; answerable and ambiguous reference questions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use authorised or synthetic household links; flag ambiguous membership rather than inventing joins.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-36&kind=question&dataset=Can+an+assistant+answer+household+connectivity+questions+by+joining+mobile+accounts%2C+fixed+services+and+addresses+valid+on+the+requested+date%3F&question=Can+an+assistant+answer+household+connectivity+questions+by+joining+mobile+accounts%2C+fixed+services+and+addresses+valid+on+the+requested+date%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-36#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Use authorised or synthetic household links; flag ambiguous membership rather than inventing joins.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-36&kind=question&dataset=Can+an+assistant+answer+household+connectivity+questions+by+joining+mobile+accounts%2C+fixed+services+and+addresses+valid+on+the+requested+date%3F&question=Can+an+assistant+answer+household+connectivity+questions+by+joining+mobile+accounts%2C+fixed+services+and+addresses+valid+on+the+requested+date%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-36#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-36","/assets/data/question-designs.v1.json#questions/telecom-expanded-36"],"keywords":["telecom","household assistant","mobile and fixed","RAG","temporal question answering","account linkage","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-37","sector":"telecom","lens":"research","originalWording":"How does recorded digital-learning participation differ between mobile-only and broadband-connected households with school-age children?","wording":"How does recorded digital-learning participation differ between mobile-only and broadband-connected households with school-age children?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-37","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-37"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does recorded digital-learning participation differ between mobile-only and broadband-connected households with school-age children?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Household connectivity histories; school-age membership; digital-learning participation measures; household and school context","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Connectivity differences do not establish educational effects; scope participation records separately.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-37&kind=question&dataset=How+does+recorded+digital-learning+participation+differ+between+mobile-only+and+broadband-connected+households+with+school-age+children%3F&question=How+does+recorded+digital-learning+participation+differ+between+mobile-only+and+broadband-connected+households+with+school-age+children%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-37#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Connectivity differences do not establish educational effects; scope participation records separately.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-37&kind=question&dataset=How+does+recorded+digital-learning+participation+differ+between+mobile-only+and+broadband-connected+households+with+school-age+children%3F&question=How+does+recorded+digital-learning+participation+differ+between+mobile-only+and+broadband-connected+households+with+school-age+children%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-37#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-37","/assets/data/question-designs.v1.json#questions/telecom-expanded-37"],"keywords":["telecom","digital learning","school-age children","education","household connectivity","broadband","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-38","sector":"telecom","lens":"research","originalWording":"How do rental and ownership histories relate to fixed-connection tenure among otherwise comparable households?","wording":"How do rental and ownership histories relate to fixed-connection tenure among otherwise comparable households?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-38","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-38"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do rental and ownership histories relate to fixed-connection tenure among otherwise comparable households?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Housing tenure and move histories; fixed-service start and end dates; household characteristics; address-level service eligibility","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Tenure associations may reflect service availability, moves and other measured differences.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-38&kind=question&dataset=How+do+rental+and+ownership+histories+relate+to+fixed-connection+tenure+among+otherwise+comparable+households%3F&question=How+do+rental+and+ownership+histories+relate+to+fixed-connection+tenure+among+otherwise+comparable+households%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-38#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Tenure associations may reflect service availability, moves and other measured differences.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-38&kind=question&dataset=How+do+rental+and+ownership+histories+relate+to+fixed-connection+tenure+among+otherwise+comparable+households%3F&question=How+do+rental+and+ownership+histories+relate+to+fixed-connection+tenure+among+otherwise+comparable+households%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-38#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-38","/assets/data/question-designs.v1.json#questions/telecom-expanded-38"],"keywords":["telecom","renters","owners","housing tenure","connection tenure","broadband retention","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-39","sector":"telecom","lens":"ml","originalWording":"Can earlier employment and household changes improve monthly telecom-spending forecasts beyond prior spending alone?","wording":"Can earlier employment and household changes improve monthly telecom-spending forecasts beyond prior spending alone?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-39","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-39"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can earlier employment and household changes improve monthly telecom-spending forecasts beyond prior spending alone?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated employment and household changes; comparable monthly mobile and fixed charges; observation periods and account links","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Forecast recorded telecom spending without assigning hardship or credit-risk labels.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-39&kind=question&dataset=Can+earlier+employment+and+household+changes+improve+monthly+telecom-spending+forecasts+beyond+prior+spending+alone%3F&question=Can+earlier+employment+and+household+changes+improve+monthly+telecom-spending+forecasts+beyond+prior+spending+alone%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-39#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Forecast recorded telecom spending without assigning hardship or credit-risk labels.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-39&kind=question&dataset=Can+earlier+employment+and+household+changes+improve+monthly+telecom-spending+forecasts+beyond+prior+spending+alone%3F&question=Can+earlier+employment+and+household+changes+improve+monthly+telecom-spending+forecasts+beyond+prior+spending+alone%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-39#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-39","/assets/data/question-designs.v1.json#questions/telecom-expanded-39"],"keywords":["telecom","telecom spending","employment","household change","forecasting","cross-domain","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-40","sector":"telecom","lens":"research","originalWording":"How do transport disruptions coincide with shifts in mobile traffic across commuter corridors?","wording":"How do transport disruptions coincide with shifts in mobile traffic across commuter corridors?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-40","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-40"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do transport disruptions coincide with shifts in mobile traffic across commuter corridors?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Transport disruption locations and times; aggregated mobile traffic; commuter corridors; comparable non-disruption periods","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use independently recorded disruptions; concurrent traffic changes do not establish causation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-40&kind=question&dataset=How+do+transport+disruptions+coincide+with+shifts+in+mobile+traffic+across+commuter+corridors%3F&question=How+do+transport+disruptions+coincide+with+shifts+in+mobile+traffic+across+commuter+corridors%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-40#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use independently recorded disruptions; concurrent traffic changes do not establish causation.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-40&kind=question&dataset=How+do+transport+disruptions+coincide+with+shifts+in+mobile+traffic+across+commuter+corridors%3F&question=How+do+transport+disruptions+coincide+with+shifts+in+mobile+traffic+across+commuter+corridors%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-40#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-40","/assets/data/question-designs.v1.json#questions/telecom-expanded-40"],"keywords":["telecom","transport disruption","commuter corridor","mobile traffic","mobility","cross-domain","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-41","sector":"telecom","lens":"research","originalWording":"How do fixed-broadband adoption paths differ between comparable household groups in city releases with aligned definitions?","wording":"How do fixed-broadband adoption paths differ between comparable household groups in city releases with aligned definitions?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-41","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-41"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do fixed-broadband adoption paths differ between comparable household groups in city releases with aligned definitions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Multiple scoped city releases; harmonised household groups; service eligibility; dated adoption histories and definition mappings","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Proceed only if comparable city releases and observation periods are confirmed.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-41&kind=question&dataset=How+do+fixed-broadband+adoption+paths+differ+between+comparable+household+groups+in+city+releases+with+aligned+definitions%3F&question=How+do+fixed-broadband+adoption+paths+differ+between+comparable+household+groups+in+city+releases+with+aligned+definitions%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-41#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Proceed only if comparable city releases and observation periods are confirmed.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-41&kind=question&dataset=How+do+fixed-broadband+adoption+paths+differ+between+comparable+household+groups+in+city+releases+with+aligned+definitions%3F&question=How+do+fixed-broadband+adoption+paths+differ+between+comparable+household+groups+in+city+releases+with+aligned+definitions%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-41#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-41","/assets/data/question-designs.v1.json#questions/telecom-expanded-41"],"keywords":["telecom","cross-city","broadband adoption","comparable households","city comparison","harmonisation","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-42","sector":"telecom","lens":"ml","originalWording":"How well does a wallet-adoption model trained in one city calibrate for household groups in another?","wording":"How well does a wallet-adoption model trained in one city calibrate for household groups in another?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-42","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-42"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How well does a wallet-adoption model trained in one city calibrate for household groups in another?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"At least two scoped city releases; aligned wallet-adoption labels and predictors; household groups; temporal evaluation splits","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm comparable releases and labels; report subgroup errors without assuming transferability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-42&kind=question&dataset=How+well+does+a+wallet-adoption+model+trained+in+one+city+calibrate+for+household+groups+in+another%3F&question=How+well+does+a+wallet-adoption+model+trained+in+one+city+calibrate+for+household+groups+in+another%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-42#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm comparable releases and labels; report subgroup errors without assuming transferability.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-42&kind=question&dataset=How+well+does+a+wallet-adoption+model+trained+in+one+city+calibrate+for+household+groups+in+another%3F&question=How+well+does+a+wallet-adoption+model+trained+in+one+city+calibrate+for+household+groups+in+another%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-42#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-42","/assets/data/question-designs.v1.json#questions/telecom-expanded-42"],"keywords":["telecom","cross-city transfer","wallet adoption","domain adaptation","model fairness","calibration","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-43","sector":"telecom","lens":"ml","originalWording":"Does training on several comparable city releases improve fixed-broadband adoption forecasts for a held-out city?","wording":"Does training on several comparable city releases improve fixed-broadband adoption forecasts for a held-out city?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-43","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-43"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Does training on several comparable city releases improve fixed-broadband adoption forecasts for a held-out city?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Multiple comparable city releases; fixed-service eligibility and adoption labels; common predictors; city and time identifiers","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Any gain is specific to the confirmed releases, eligible households and forecast horizon.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-43&kind=question&dataset=Does+training+on+several+comparable+city+releases+improve+fixed-broadband+adoption+forecasts+for+a+held-out+city%3F&question=Does+training+on+several+comparable+city+releases+improve+fixed-broadband+adoption+forecasts+for+a+held-out+city%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-43#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Any gain is specific to the confirmed releases, eligible households and forecast horizon.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-43&kind=question&dataset=Does+training+on+several+comparable+city+releases+improve+fixed-broadband+adoption+forecasts+for+a+held-out+city%3F&question=Does+training+on+several+comparable+city+releases+improve+fixed-broadband+adoption+forecasts+for+a+held-out+city%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-43#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-43","/assets/data/question-designs.v1.json#questions/telecom-expanded-43"],"keywords":["telecom","multi-city","broadband adoption","transfer learning","model robustness","held-out city","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-44","sector":"telecom","lens":"ai","originalWording":"Can a research assistant compare city-level connectivity findings while keeping definitions, observation periods and missing data explicit?","wording":"Can a research assistant compare city-level connectivity findings while keeping definitions, observation periods and missing data explicit?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-44","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-44"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a research assistant compare city-level connectivity findings while keeping definitions, observation periods and missing data explicit?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Scoped city reports and metadata; metric definitions; coverage and observation dates; reviewed comparison answers","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","The assistant must not invent city coverage or treat incompatible measures as equivalent.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-44&kind=question&dataset=Can+a+research+assistant+compare+city-level+connectivity+findings+while+keeping+definitions%2C+observation+periods+and+missing+data+explicit%3F&question=Can+a+research+assistant+compare+city-level+connectivity+findings+while+keeping+definitions%2C+observation+periods+and+missing+data+explicit%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-44#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","The assistant must not invent city coverage or treat incompatible measures as equivalent.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-44&kind=question&dataset=Can+a+research+assistant+compare+city-level+connectivity+findings+while+keeping+definitions%2C+observation+periods+and+missing+data+explicit%3F&question=Can+a+research+assistant+compare+city-level+connectivity+findings+while+keeping+definitions%2C+observation+periods+and+missing+data+explicit%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-44#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-44","/assets/data/question-designs.v1.json#questions/telecom-expanded-44"],"keywords":["telecom","city comparison","research assistant","generative AI","RAG","data comparability","citations","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-45","sector":"telecom","lens":"ai","originalWording":"Can a telecom analyst assistant answer numerical cohort questions and cite the records and filters behind each result?","wording":"Can a telecom analyst assistant answer numerical cohort questions and cite the records and filters behind each result?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-45","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-45"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a telecom analyst assistant answer numerical cohort questions and cite the records and filters behind each result?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic or appropriately scoped telecom tables; question sets; approved cohort definitions; verified calculations and record references","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Require reproducible aggregates and explicit denominators; fluent text is not evidence of accuracy.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-45&kind=question&dataset=Can+a+telecom+analyst+assistant+answer+numerical+cohort+questions+and+cite+the+records+and+filters+behind+each+result%3F&question=Can+a+telecom+analyst+assistant+answer+numerical+cohort+questions+and+cite+the+records+and+filters+behind+each+result%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-45#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Require reproducible aggregates and explicit denominators; fluent text is not evidence of accuracy.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-45&kind=question&dataset=Can+a+telecom+analyst+assistant+answer+numerical+cohort+questions+and+cite+the+records+and+filters+behind+each+result%3F&question=Can+a+telecom+analyst+assistant+answer+numerical+cohort+questions+and+cite+the+records+and+filters+behind+each+result%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-45#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-45","/assets/data/question-designs.v1.json#questions/telecom-expanded-45"],"keywords":["telecom","telecom analyst","generative AI","cohort analysis","numeric reasoning","grounded answers","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-46","sector":"telecom","lens":"ai","originalWording":"Can an assistant distinguish patterns observed in a synthetic telecom scenario from assumptions used to generate that scenario?","wording":"Can an assistant distinguish patterns observed in a synthetic telecom scenario from assumptions used to generate that scenario?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-46","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-46"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an assistant distinguish patterns observed in a synthetic telecom scenario from assumptions used to generate that scenario?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Synthetic telecom scenarios; documented generation assumptions; scenario outputs; reference statements distinguishing evidence from assumptions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Scenario findings are not observations about a real city and do not establish causal effects.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-46&kind=question&dataset=Can+an+assistant+distinguish+patterns+observed+in+a+synthetic+telecom+scenario+from+assumptions+used+to+generate+that+scenario%3F&question=Can+an+assistant+distinguish+patterns+observed+in+a+synthetic+telecom+scenario+from+assumptions+used+to+generate+that+scenario%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-46#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Scenario findings are not observations about a real city and do not establish causal effects.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-46&kind=question&dataset=Can+an+assistant+distinguish+patterns+observed+in+a+synthetic+telecom+scenario+from+assumptions+used+to+generate+that+scenario%3F&question=Can+an+assistant+distinguish+patterns+observed+in+a+synthetic+telecom+scenario+from+assumptions+used+to+generate+that+scenario%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-46#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-46","/assets/data/question-designs.v1.json#questions/telecom-expanded-46"],"keywords":["telecom","synthetic scenario","generative AI evaluation","provenance","research assistant","scenario assumptions","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-47","sector":"telecom","lens":"ai","originalWording":"How reliably does a telecom assistant decline questions whose required time period or cross-domain link is missing?","wording":"How reliably does a telecom assistant decline questions whose required time period or cross-domain link is missing?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-47","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-47"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How reliably does a telecom assistant decline questions whose required time period or cross-domain link is missing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Telecom evidence sets with controlled missing periods and links; answerable and unanswerable questions; reference abstention labels","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Evaluate answerability from the supplied evidence, including plausible but unsupported questions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-47&kind=question&dataset=How+reliably+does+a+telecom+assistant+decline+questions+whose+required+time+period+or+cross-domain+link+is+missing%3F&question=How+reliably+does+a+telecom+assistant+decline+questions+whose+required+time+period+or+cross-domain+link+is+missing%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-47#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Evaluate answerability from the supplied evidence, including plausible but unsupported questions.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-47&kind=question&dataset=How+reliably+does+a+telecom+assistant+decline+questions+whose+required+time+period+or+cross-domain+link+is+missing%3F&question=How+reliably+does+a+telecom+assistant+decline+questions+whose+required+time+period+or+cross-domain+link+is+missing%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-47#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-47","/assets/data/question-designs.v1.json#questions/telecom-expanded-47"],"keywords":["telecom","hallucination","abstention","missing data","cross-domain","RAG evaluation","telecom assistant","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-48","sector":"telecom","lens":"ai","originalWording":"Can a support assistant simplify device and connectivity setup instructions without dropping compatibility limits or adding unsupported steps?","wording":"Can a support assistant simplify device and connectivity setup instructions without dropping compatibility limits or adding unsupported steps?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-48","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-48"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a support assistant simplify device and connectivity setup instructions without dropping compatibility limits or adding unsupported steps?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Versioned device and connection instructions; compatibility conditions; target reading levels; expert-reviewed reference explanations","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Judge explanations against supplied instructions and device versions, not assumed product knowledge.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-48&kind=question&dataset=Can+a+support+assistant+simplify+device+and+connectivity+setup+instructions+without+dropping+compatibility+limits+or+adding+unsupported+steps%3F&question=Can+a+support+assistant+simplify+device+and+connectivity+setup+instructions+without+dropping+compatibility+limits+or+adding+unsupported+steps%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-48#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Judge explanations against supplied instructions and device versions, not assumed product knowledge.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-48&kind=question&dataset=Can+a+support+assistant+simplify+device+and+connectivity+setup+instructions+without+dropping+compatibility+limits+or+adding+unsupported+steps%3F&question=Can+a+support+assistant+simplify+device+and+connectivity+setup+instructions+without+dropping+compatibility+limits+or+adding+unsupported+steps%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-48#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-48","/assets/data/question-designs.v1.json#questions/telecom-expanded-48"],"keywords":["telecom","device support","setup instructions","generative AI","plain language","compatibility","source fidelity","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-49","sector":"telecom","lens":"ml","originalWording":"Do subscriber event sequences improve 30-, 60- and 90-day churn forecasts compared with a single account snapshot?","wording":"Do subscriber event sequences improve 30-, 60- and 90-day churn forecasts compared with a single account snapshot?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-49","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-21","status":"proposed_scope_association","reason":"Subscription lifecycle, usage or tariff history is topically aligned; this is a custom analysis candidate. The public event reference does not verify a question-specific monthly panel or cross-city scope.","dataCoverageVerified":false}],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-49"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Do subscriber event sequences improve 30-, 60- and 90-day churn forecasts compared with a single account snapshot?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated subscription events, usage and plan histories, confirmed termination dates, observation end dates and matched cohorts.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define confirmed termination separately from inactivity or suspension, and use only events recorded before the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-49&kind=question&dataset=Do+subscriber+event+sequences+improve+30-%2C+60-+and+90-day+churn+forecasts+compared+with+a+single+account+snapshot%3F&question=Do+subscriber+event+sequences+improve+30-%2C+60-+and+90-day+churn+forecasts+compared+with+a+single+account+snapshot%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-49#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Define confirmed termination separately from inactivity or suspension, and use only events recorded before the prediction date.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-49&kind=question&dataset=Do+subscriber+event+sequences+improve+30-%2C+60-+and+90-day+churn+forecasts+compared+with+a+single+account+snapshot%3F&question=Do+subscriber+event+sequences+improve+30-%2C+60-+and+90-day+churn+forecasts+compared+with+a+single+account+snapshot%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-49#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-49","/assets/data/question-designs.v1.json#questions/telecom-expanded-49"],"keywords":["mobile","subscriber","churn","30 days","60 days","90 days","temporal","retention","telecom","telecommunications","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-expanded-50","sector":"telecom","lens":"ml","originalWording":"How do churn forecast errors change when a model trained in Nairobi is evaluated on comparable subscriber cohorts in Lagos?","wording":"How do churn forecast errors change when a model trained in Nairobi is evaluated on comparable subscriber cohorts in Lagos?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"telecom-expanded-50","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-21","status":"proposed_scope_association","reason":"Subscription lifecycle, usage or tariff history is topically aligned; this is a custom analysis candidate. The public event reference does not verify a question-specific monthly panel or cross-city scope.","dataCoverageVerified":false}],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/telecom-expanded-50"},"unit":{"definition":"Subscription-month, account event or service episode.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do churn forecast errors change when a model trained in Nairobi is evaluated on comparable subscriber cohorts in Lagos?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Aligned Nairobi and Lagos subscriber histories, confirmed churn labels, comparable forecast horizons, cohort definitions and subgroup attributes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm comparable releases, labels and time windows first; synthetic cross-city performance does not establish real-world accuracy.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded subscribers, accounts, premises or monthly observations explicitly defined by the question; service type and eligibility to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=telecom-expanded-50&kind=question&dataset=How+do+churn+forecast+errors+change+when+a+model+trained+in+Nairobi+is+evaluated+on+comparable+subscriber+cohorts+in+Lagos%3F&question=How+do+churn+forecast+errors+change+when+a+model+trained+in+Nairobi+is+evaluated+on+comparable+subscriber+cohorts+in+Lagos%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-50#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Confirm comparable releases, labels and time windows first; synthetic cross-city performance does not establish real-world accuracy.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-expanded-50&kind=question&dataset=How+do+churn+forecast+errors+change+when+a+model+trained+in+Nairobi+is+evaluated+on+comparable+subscriber+cohorts+in+Lagos%3F&question=How+do+churn+forecast+errors+change+when+a+model+trained+in+Nairobi+is+evaluated+on+comparable+subscriber+cohorts+in+Lagos%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-expanded-50#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-expanded-50","/assets/data/question-designs.v1.json#questions/telecom-expanded-50"],"keywords":["Nairobi","Lagos","cross-city","churn","domain adaptation","transfer learning","fairness","telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"health-treatment-grounding","sector":"health","lens":"ai","originalWording":"Can an AI identify the recorded clinical basis for a medication — diagnosis-linked, symptom-driven, or combination therapy — and cite the supporting events without inventing unsupported relationships?","wording":"Can an AI identify the recorded clinical basis for a medication — diagnosis-linked, symptom-driven, or combination therapy — and cite the supporting events without inventing unsupported relationships?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"health-treatment-grounding","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"ai-02","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/health-treatment-grounding"},"unit":{"definition":"Resident-period or care episode, selected according to the stated outcome.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI identify the recorded clinical basis for a medication — diagnosis-linked, symptom-driven, or combination therapy — and cite the supporting events without inventing unsupported relationships?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Medication and prescription identifiers; explicit indication links or recorded rationale; diagnosis, symptom and encounter events with dates; regimen or combination-therapy links where recorded; reference answers distinguishing supported, ambiguous and unsupported relationships.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","CitizenId","EncounterId or care-episode identifier","ObservationDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Classify treatment only from explicit links or recorded rationale. A shared visit does not establish indication or combination therapy. Cite event IDs and dates; report missing support as insufficient evidence.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded residents, care episodes or encounters explicitly defined by the question; eligibility and observation exposure to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=health-treatment-grounding&kind=question&dataset=Can+an+AI+identify+the+recorded+clinical+basis+for+a+medication+%E2%80%94+diagnosis-linked%2C+symptom-driven%2C+or+combination+therapy+%E2%80%94+and+cite+the+supporting+events+without+inventing+unsupported+relationships%3F&question=Can+an+AI+identify+the+recorded+clinical+basis+for+a+medication+%E2%80%94+diagnosis-linked%2C+symptom-driven%2C+or+combination+therapy+%E2%80%94+and+cite+the+supporting+events+without+inventing+unsupported+relationships%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fhealth-treatment-grounding#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Classify treatment only from explicit links or recorded rationale. A shared visit does not establish indication or combination therapy. Cite event IDs and dates; report missing support as insufficient evidence.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=health-treatment-grounding&kind=question&dataset=Can+an+AI+identify+the+recorded+clinical+basis+for+a+medication+%E2%80%94+diagnosis-linked%2C+symptom-driven%2C+or+combination+therapy+%E2%80%94+and+cite+the+supporting+events+without+inventing+unsupported+relationships%3F&question=Can+an+AI+identify+the+recorded+clinical+basis+for+a+medication+%E2%80%94+diagnosis-linked%2C+symptom-driven%2C+or+combination+therapy+%E2%80%94+and+cite+the+supporting+events+without+inventing+unsupported+relationships%3F&domains=Demographics%2C+Employment%2C+Housing%2C+Health&source=%2Fresearch-datasets%2Fhealth-treatment-grounding#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#health-treatment-grounding","/assets/data/question-designs.v1.json#questions/health-treatment-grounding"],"keywords":["clinical treatment decisions","medication","diagnosis-linked","symptom-driven","combination therapy","treatment rationale","prescribing","grounding","citations","hallucination","insufficient evidence"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-001","sector":"legal","lens":"research","originalWording":"How long after an underlying dispute occurs do citizens formally file a legal case?","wording":"For cases with an explicitly linked underlying dispute event and filing date, how long is the recorded interval from that event to formal filing?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"All ask the same event-to-filing interval for citizens; singular/plural and shorter phrasing do not add a distinct measure.","canonicalQuestionId":"law-001","duplicate":{"groupId":"law-filing-delay","kind":"editorially_confirmed_near_duplicate","memberIds":["law-001","law-095","law-119"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-001"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"For cases with an explicitly linked underlying dispute event and filing date, how long is the recorded interval from that event to formal filing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dispute and filing dates; dispute categories; representation assignments; point-in-time citizen, household, employment and geographic context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-001&kind=question&dataset=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&question=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-001#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"All ask the same event-to-filing interval for citizens; singular/plural and shorter phrasing do not add a distinct measure."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-001&kind=question&dataset=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&question=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-001#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-001","/assets/data/question-designs.v1.json#questions/law-001"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-002","sector":"legal","lens":"research","originalWording":"Which dispute types have the longest delay between the underlying event and formal filing?","wording":"Which dispute types have the longest delay between the underlying event and formal filing?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-002","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-002"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which dispute types have the longest delay between the underlying event and formal filing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dispute and filing dates; dispute categories; representation assignments; point-in-time citizen, household, employment and geographic context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-002&kind=question&dataset=Which+dispute+types+have+the+longest+delay+between+the+underlying+event+and+formal+filing%3F&question=Which+dispute+types+have+the+longest+delay+between+the+underlying+event+and+formal+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-002#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-002&kind=question&dataset=Which+dispute+types+have+the+longest+delay+between+the+underlying+event+and+formal+filing%3F&question=Which+dispute+types+have+the+longest+delay+between+the+underlying+event+and+formal+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-002#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-002","/assets/data/question-designs.v1.json#questions/law-002"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-003","sector":"legal","lens":"research","originalWording":"What demographic, household, employment, or geographic characteristics are associated with delayed dispute filing?","wording":"What demographic, household, employment, or geographic characteristics are associated with delayed dispute filing?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-003","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-003"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What demographic, household, employment, or geographic characteristics are associated with delayed dispute filing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dispute and filing dates; dispute categories; representation assignments; point-in-time citizen, household, employment and geographic context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-003&kind=question&dataset=What+demographic%2C+household%2C+employment%2C+or+geographic+characteristics+are+associated+with+delayed+dispute+filing%3F&question=What+demographic%2C+household%2C+employment%2C+or+geographic+characteristics+are+associated+with+delayed+dispute+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-003#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-003&kind=question&dataset=What+demographic%2C+household%2C+employment%2C+or+geographic+characteristics+are+associated+with+delayed+dispute+filing%3F&question=What+demographic%2C+household%2C+employment%2C+or+geographic+characteristics+are+associated+with+delayed+dispute+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-003#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-003","/assets/data/question-designs.v1.json#questions/law-003"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-004","sector":"legal","lens":"research","originalWording":"Are employment, property, insurance, construction, and succession disputes resolved through different procedural paths?","wording":"Are employment, property, insurance, construction, and succession disputes resolved through different procedural paths?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-004","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-004"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Are employment, property, insurance, construction, and succession disputes resolved through different procedural paths?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dispute and filing dates; dispute categories; representation assignments; point-in-time citizen, household, employment and geographic context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-004&kind=question&dataset=Are+employment%2C+property%2C+insurance%2C+construction%2C+and+succession+disputes+resolved+through+different+procedural+paths%3F&question=Are+employment%2C+property%2C+insurance%2C+construction%2C+and+succession+disputes+resolved+through+different+procedural+paths%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-004#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-004&kind=question&dataset=Are+employment%2C+property%2C+insurance%2C+construction%2C+and+succession+disputes+resolved+through+different+procedural+paths%3F&question=Are+employment%2C+property%2C+insurance%2C+construction%2C+and+succession+disputes+resolved+through+different+procedural+paths%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-004#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-004","/assets/data/question-designs.v1.json#questions/law-004"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-005","sector":"legal","lens":"research","originalWording":"Which disputes are most likely to remain unresolved, be abandoned, or be withdrawn?","wording":"Which disputes are most likely to remain unresolved, be abandoned, or be withdrawn?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-005","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-005"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which disputes are most likely to remain unresolved, be abandoned, or be withdrawn?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dispute and filing dates; dispute categories; representation assignments; point-in-time citizen, household, employment and geographic context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-005&kind=question&dataset=Which+disputes+are+most+likely+to+remain+unresolved%2C+be+abandoned%2C+or+be+withdrawn%3F&question=Which+disputes+are+most+likely+to+remain+unresolved%2C+be+abandoned%2C+or+be+withdrawn%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-005#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-005&kind=question&dataset=Which+disputes+are+most+likely+to+remain+unresolved%2C+be+abandoned%2C+or+be+withdrawn%3F&question=Which+disputes+are+most+likely+to+remain+unresolved%2C+be+abandoned%2C+or+be+withdrawn%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-005#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-005","/assets/data/question-designs.v1.json#questions/law-005"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-006","sector":"legal","lens":"research","originalWording":"How does access to professional representation vary across dispute types and citizen characteristics?","wording":"How does access to professional representation vary across dispute types and citizen characteristics?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-006","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-006"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does access to professional representation vary across dispute types and citizen characteristics?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dispute and filing dates; dispute categories; representation assignments; point-in-time citizen, household, employment and geographic context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-006&kind=question&dataset=How+does+access+to+professional+representation+vary+across+dispute+types+and+citizen+characteristics%3F&question=How+does+access+to+professional+representation+vary+across+dispute+types+and+citizen+characteristics%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-006#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-006&kind=question&dataset=How+does+access+to+professional+representation+vary+across+dispute+types+and+citizen+characteristics%3F&question=How+does+access+to+professional+representation+vary+across+dispute+types+and+citizen+characteristics%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-006#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-006","/assets/data/question-designs.v1.json#questions/law-006"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-007","sector":"legal","lens":"research","originalWording":"How long do citizens wait before receiving professional representation after filing?","wording":"How long do citizens wait before receiving professional representation after filing?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-007","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-007"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long do citizens wait before receiving professional representation after filing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dispute and filing dates; dispute categories; representation assignments; point-in-time citizen, household, employment and geographic context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-007&kind=question&dataset=How+long+do+citizens+wait+before+receiving+professional+representation+after+filing%3F&question=How+long+do+citizens+wait+before+receiving+professional+representation+after+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-007#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-007&kind=question&dataset=How+long+do+citizens+wait+before+receiving+professional+representation+after+filing%3F&question=How+long+do+citizens+wait+before+receiving+professional+representation+after+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-007#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-007","/assets/data/question-designs.v1.json#questions/law-007"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-008","sector":"legal","lens":"research","originalWording":"Which types of disputes are more likely to proceed without professional representation?","wording":"Which types of disputes are more likely to proceed without professional representation?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-008","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-008"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which types of disputes are more likely to proceed without professional representation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dispute and filing dates; dispute categories; representation assignments; point-in-time citizen, household, employment and geographic context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-008&kind=question&dataset=Which+types+of+disputes+are+more+likely+to+proceed+without+professional+representation%3F&question=Which+types+of+disputes+are+more+likely+to+proceed+without+professional+representation%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-008#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-008&kind=question&dataset=Which+types+of+disputes+are+more+likely+to+proceed+without+professional+representation%3F&question=Which+types+of+disputes+are+more+likely+to+proceed+without+professional+representation%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-008#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-008","/assets/data/question-designs.v1.json#questions/law-008"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-009","sector":"legal","lens":"ai","originalWording":"Can an AI reconstruct the complete lifecycle of a dispute from the triggering event to its final observed outcome?","wording":"Can an AI reconstruct the observed dispute chronology from explicitly linked source evidence through the last recorded outcome, preserving missing events and dates?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"All ask for full observed chronological reconstruction. \"Complete\" cannot imply unobserved events or a final outcome beyond the observation cutoff.","canonicalQuestionId":"law-009","duplicate":{"groupId":"law-complete-journey-grounding","kind":"editorially_confirmed_near_duplicate","memberIds":["law-009","law-088","law-128"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-009"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI reconstruct the observed dispute chronology from explicitly linked source evidence through the last recorded outcome, preserving missing events and dates?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case and event identifiers; canonical event types and dates; status history; observation end dates and recorded outcomes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-009&kind=question&dataset=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&question=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-009#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"All ask for full observed chronological reconstruction. \"Complete\" cannot imply unobserved events or a final outcome beyond the observation cutoff."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-009&kind=question&dataset=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&question=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-009#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-009","/assets/data/question-designs.v1.json#questions/law-009"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-010","sector":"legal","lens":"research","originalWording":"What are the most common legal pathways from filing to resolution?","wording":"What are the most common legal pathways from filing to resolution?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-010","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-010"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What are the most common legal pathways from filing to resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case and event identifiers; canonical event types and dates; status history; observation end dates and recorded outcomes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-010&kind=question&dataset=What+are+the+most+common+legal+pathways+from+filing+to+resolution%3F&question=What+are+the+most+common+legal+pathways+from+filing+to+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-010#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-010&kind=question&dataset=What+are+the+most+common+legal+pathways+from+filing+to+resolution%3F&question=What+are+the+most+common+legal+pathways+from+filing+to+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-010#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-010","/assets/data/question-designs.v1.json#questions/law-010"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-011","sector":"legal","lens":"research","originalWording":"How many procedural events typically occur before a dispute reaches resolution?","wording":"How many procedural events typically occur before a dispute reaches resolution?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-011","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-011"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How many procedural events typically occur before a dispute reaches resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case and event identifiers; canonical event types and dates; status history; observation end dates and recorded outcomes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-011&kind=question&dataset=How+many+procedural+events+typically+occur+before+a+dispute+reaches+resolution%3F&question=How+many+procedural+events+typically+occur+before+a+dispute+reaches+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-011#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-011&kind=question&dataset=How+many+procedural+events+typically+occur+before+a+dispute+reaches+resolution%3F&question=How+many+procedural+events+typically+occur+before+a+dispute+reaches+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-011#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-011","/assets/data/question-designs.v1.json#questions/law-011"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-012","sector":"legal","lens":"research","originalWording":"Which event sequences are associated with fast versus slow resolution?","wording":"Which event sequences are associated with fast versus slow resolution?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-012","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-012"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which event sequences are associated with fast versus slow resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case and event identifiers; canonical event types and dates; status history; observation end dates and recorded outcomes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-012&kind=question&dataset=Which+event+sequences+are+associated+with+fast+versus+slow+resolution%3F&question=Which+event+sequences+are+associated+with+fast+versus+slow+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-012#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-012&kind=question&dataset=Which+event+sequences+are+associated+with+fast+versus+slow+resolution%3F&question=Which+event+sequences+are+associated+with+fast+versus+slow+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-012#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-012","/assets/data/question-designs.v1.json#questions/law-012"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-013","sector":"legal","lens":"research","originalWording":"How long does each stage of a legal dispute take?","wording":"How long does each stage of a legal dispute take?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-013","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-013"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long does each stage of a legal dispute take?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case and event identifiers; canonical event types and dates; status history; observation end dates and recorded outcomes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-013&kind=question&dataset=How+long+does+each+stage+of+a+legal+dispute+take%3F&question=How+long+does+each+stage+of+a+legal+dispute+take%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-013#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-013&kind=question&dataset=How+long+does+each+stage+of+a+legal+dispute+take%3F&question=How+long+does+each+stage+of+a+legal+dispute+take%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-013#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-013","/assets/data/question-designs.v1.json#questions/law-013"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-014","sector":"legal","lens":"research","originalWording":"Where in the dispute journey do the longest delays occur?","wording":"Where in the dispute journey do the longest delays occur?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-014","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-014"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Where in the dispute journey do the longest delays occur?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case and event identifiers; canonical event types and dates; status history; observation end dates and recorded outcomes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-014&kind=question&dataset=Where+in+the+dispute+journey+do+the+longest+delays+occur%3F&question=Where+in+the+dispute+journey+do+the+longest+delays+occur%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-014#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-014&kind=question&dataset=Where+in+the+dispute+journey+do+the+longest+delays+occur%3F&question=Where+in+the+dispute+journey+do+the+longest+delays+occur%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-014#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-014","/assets/data/question-designs.v1.json#questions/law-014"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-015","sector":"legal","lens":"ml","originalWording":"Can a model predict the next likely procedural event from the case history observed so far?","wording":"Can a model predict the next recorded canonical procedural event from the case sequence available at an agreed as-of date?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"All are ML next-event tasks on the same observed case sequence with no distinct event taxonomy specified. Agree a canonical procedural taxonomy before treating the aliases as equivalent.","canonicalQuestionId":"law-116","duplicate":{"groupId":"law-next-procedural-event-prediction","kind":"editorially_confirmed_near_duplicate","memberIds":["law-015","law-116","law-129"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-015"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict the next recorded canonical procedural event from the case sequence available at an agreed as-of date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case and event identifiers; canonical event types and dates; status history; observation end dates and recorded outcomes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-015&kind=question&dataset=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&question=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-015#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"All are ML next-event tasks on the same observed case sequence with no distinct event taxonomy specified. Agree a canonical procedural taxonomy before treating the aliases as equivalent."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-015&kind=question&dataset=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&question=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-015#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-015","/assets/data/question-designs.v1.json#questions/law-015"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-016","sector":"legal","lens":"ai","originalWording":"Can an AI determine the current state of a dispute from a sequence of historical legal events?","wording":"Can an AI determine the current state of a dispute from a sequence of historical legal events?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-016","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-016"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI determine the current state of a dispute from a sequence of historical legal events?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case and event identifiers; canonical event types and dates; status history; observation end dates and recorded outcomes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-016&kind=question&dataset=Can+an+AI+determine+the+current+state+of+a+dispute+from+a+sequence+of+historical+legal+events%3F&question=Can+an+AI+determine+the+current+state+of+a+dispute+from+a+sequence+of+historical+legal+events%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-016#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-016&kind=question&dataset=Can+an+AI+determine+the+current+state+of+a+dispute+from+a+sequence+of+historical+legal+events%3F&question=Can+an+AI+determine+the+current+state+of+a+dispute+from+a+sequence+of+historical+legal+events%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-016#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-016","/assets/data/question-designs.v1.json#questions/law-016"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-017","sector":"legal","lens":"ai","originalWording":"Can an AI summarize a multi-year legal journey without confusing historical and current case states?","wording":"Can an AI summarize a multi-year legal journey without confusing historical and current case states?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-017","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-017"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI summarize a multi-year legal journey without confusing historical and current case states?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case and event identifiers; canonical event types and dates; status history; observation end dates and recorded outcomes.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-017&kind=question&dataset=Can+an+AI+summarize+a+multi-year+legal+journey+without+confusing+historical+and+current+case+states%3F&question=Can+an+AI+summarize+a+multi-year+legal+journey+without+confusing+historical+and+current+case+states%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-017#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-017&kind=question&dataset=Can+an+AI+summarize+a+multi-year+legal+journey+without+confusing+historical+and+current+case+states%3F&question=Can+an+AI+summarize+a+multi-year+legal+journey+without+confusing+historical+and+current+case+states%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-017#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-017","/assets/data/question-designs.v1.json#questions/law-017"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-018","sector":"legal","lens":"research","originalWording":"How do adjournments affect the time required to resolve a dispute?","wording":"How is recorded adjournment history associated with the time to dispute resolution?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"law-018","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-018"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How is recorded adjournment history associated with the time to dispute resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Scheduled and actual session dates; session outcomes; adjournment, cancellation and no-show records; resolution dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-018&kind=question&dataset=How+is+recorded+adjournment+history+associated+with+the+time+to+dispute+resolution%3F&question=How+is+recorded+adjournment+history+associated+with+the+time+to+dispute+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-018#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-018&kind=question&dataset=How+is+recorded+adjournment+history+associated+with+the+time+to+dispute+resolution%3F&question=How+is+recorded+adjournment+history+associated+with+the+time+to+dispute+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-018#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-018","/assets/data/question-designs.v1.json#questions/law-018"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-019","sector":"legal","lens":"research","originalWording":"How do no-shows affect case duration and ultimate resolution?","wording":"How is recorded no-show history associated with case duration and observed resolution?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"law-019","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-019"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How is recorded no-show history associated with case duration and observed resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Scheduled and actual session dates; session outcomes; adjournment, cancellation and no-show records; resolution dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-019&kind=question&dataset=How+is+recorded+no-show+history+associated+with+case+duration+and+observed+resolution%3F&question=How+is+recorded+no-show+history+associated+with+case+duration+and+observed+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-019#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-019&kind=question&dataset=How+is+recorded+no-show+history+associated+with+case+duration+and+observed+resolution%3F&question=How+is+recorded+no-show+history+associated+with+case+duration+and+observed+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-019#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-019","/assets/data/question-designs.v1.json#questions/law-019"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-020","sector":"legal","lens":"research","originalWording":"Are repeated adjournments associated with reopening, abandonment, or longer resolution times?","wording":"Are repeated adjournments associated with reopening, abandonment, or longer resolution times?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-020","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-020"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Are repeated adjournments associated with reopening, abandonment, or longer resolution times?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Scheduled and actual session dates; session outcomes; adjournment, cancellation and no-show records; resolution dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-020&kind=question&dataset=Are+repeated+adjournments+associated+with+reopening%2C+abandonment%2C+or+longer+resolution+times%3F&question=Are+repeated+adjournments+associated+with+reopening%2C+abandonment%2C+or+longer+resolution+times%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-020#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-020&kind=question&dataset=Are+repeated+adjournments+associated+with+reopening%2C+abandonment%2C+or+longer+resolution+times%3F&question=Are+repeated+adjournments+associated+with+reopening%2C+abandonment%2C+or+longer+resolution+times%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-020#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-020","/assets/data/question-designs.v1.json#questions/law-020"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-021","sector":"legal","lens":"research","originalWording":"Which types of disputes require the greatest number of hearings or procedural events?","wording":"Which types of disputes require the greatest number of hearings or procedural events?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-021","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-021"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which types of disputes require the greatest number of hearings or procedural events?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Scheduled and actual session dates; session outcomes; adjournment, cancellation and no-show records; resolution dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-021&kind=question&dataset=Which+types+of+disputes+require+the+greatest+number+of+hearings+or+procedural+events%3F&question=Which+types+of+disputes+require+the+greatest+number+of+hearings+or+procedural+events%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-021#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-021&kind=question&dataset=Which+types+of+disputes+require+the+greatest+number+of+hearings+or+procedural+events%3F&question=Which+types+of+disputes+require+the+greatest+number+of+hearings+or+procedural+events%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-021#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-021","/assets/data/question-designs.v1.json#questions/law-021"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-022","sector":"legal","lens":"ml","originalWording":"Can a model predict whether the next scheduled session will be held, adjourned, cancelled, or result in a no-show?","wording":"Can a model predict the recorded outcome of the next scheduled session using only earlier procedural records, retaining held, adjourned, cancelled and no-show outcomes?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"Same next-scheduled-session outcome with prior records; keep session-outcome prediction separate from general next-event prediction.","canonicalQuestionId":"law-110","duplicate":{"groupId":"law-next-session-outcome","kind":"editorially_confirmed_near_duplicate","memberIds":["law-022","law-110"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-022"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict the recorded outcome of the next scheduled session using only earlier procedural records, retaining held, adjourned, cancelled and no-show outcomes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Scheduled and actual session dates; session outcomes; adjournment, cancellation and no-show records; resolution dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-022&kind=question&dataset=Can+a+model+predict+the+recorded+outcome+of+the+next+scheduled+session+using+only+earlier+procedural+records%2C+retaining+held%2C+adjourned%2C+cancelled+and+no-show+outcomes%3F&question=Can+a+model+predict+the+recorded+outcome+of+the+next+scheduled+session+using+only+earlier+procedural+records%2C+retaining+held%2C+adjourned%2C+cancelled+and+no-show+outcomes%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-022#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Same next-scheduled-session outcome with prior records; keep session-outcome prediction separate from general next-event prediction."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-022&kind=question&dataset=Can+a+model+predict+the+recorded+outcome+of+the+next+scheduled+session+using+only+earlier+procedural+records%2C+retaining+held%2C+adjourned%2C+cancelled+and+no-show+outcomes%3F&question=Can+a+model+predict+the+recorded+outcome+of+the+next+scheduled+session+using+only+earlier+procedural+records%2C+retaining+held%2C+adjourned%2C+cancelled+and+no-show+outcomes%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-022#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-022","/assets/data/question-designs.v1.json#questions/law-022"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-023","sector":"legal","lens":"research","originalWording":"What characteristics distinguish cases resolved after one hearing from cases requiring multiple hearings?","wording":"What characteristics distinguish cases resolved after one hearing from cases requiring multiple hearings?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-023","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-023"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What characteristics distinguish cases resolved after one hearing from cases requiring multiple hearings?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Scheduled and actual session dates; session outcomes; adjournment, cancellation and no-show records; resolution dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-023&kind=question&dataset=What+characteristics+distinguish+cases+resolved+after+one+hearing+from+cases+requiring+multiple+hearings%3F&question=What+characteristics+distinguish+cases+resolved+after+one+hearing+from+cases+requiring+multiple+hearings%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-023#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-023&kind=question&dataset=What+characteristics+distinguish+cases+resolved+after+one+hearing+from+cases+requiring+multiple+hearings%3F&question=What+characteristics+distinguish+cases+resolved+after+one+hearing+from+cases+requiring+multiple+hearings%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-023#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-023","/assets/data/question-designs.v1.json#questions/law-023"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-024","sector":"legal","lens":"research","originalWording":"What types of resolutions are associated with different categories of disputes?","wording":"What types of resolutions are associated with different categories of disputes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-024","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-024"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What types of resolutions are associated with different categories of disputes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution identifiers and ordinals; effective and cessation dates; reopening events; reasons and links between historical and current resolutions.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-024&kind=question&dataset=What+types+of+resolutions+are+associated+with+different+categories+of+disputes%3F&question=What+types+of+resolutions+are+associated+with+different+categories+of+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-024#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-024&kind=question&dataset=What+types+of+resolutions+are+associated+with+different+categories+of+disputes%3F&question=What+types+of+resolutions+are+associated+with+different+categories+of+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-024#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-024","/assets/data/question-designs.v1.json#questions/law-024"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-025","sector":"legal","lens":"research","originalWording":"How long does it take from filing to the first resolution?","wording":"How long does it take from filing to the first resolution?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-025","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-025"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long does it take from filing to the first resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution identifiers and ordinals; effective and cessation dates; reopening events; reasons and links between historical and current resolutions.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-025&kind=question&dataset=How+long+does+it+take+from+filing+to+the+first+resolution%3F&question=How+long+does+it+take+from+filing+to+the+first+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-025#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-025&kind=question&dataset=How+long+does+it+take+from+filing+to+the+first+resolution%3F&question=How+long+does+it+take+from+filing+to+the+first+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-025#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-025","/assets/data/question-designs.v1.json#questions/law-025"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-026","sector":"legal","lens":"research","originalWording":"How often are initially resolved disputes later reopened?","wording":"How often are initially resolved disputes later reopened?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-026","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-026"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How often are initially resolved disputes later reopened?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution identifiers and ordinals; effective and cessation dates; reopening events; reasons and links between historical and current resolutions.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-026&kind=question&dataset=How+often+are+initially+resolved+disputes+later+reopened%3F&question=How+often+are+initially+resolved+disputes+later+reopened%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-026#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-026&kind=question&dataset=How+often+are+initially+resolved+disputes+later+reopened%3F&question=How+often+are+initially+resolved+disputes+later+reopened%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-026#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-026","/assets/data/question-designs.v1.json#questions/law-026"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-027","sector":"legal","lens":"research","originalWording":"What characteristics are associated with a resolution being set aside, vacated, or rescinded?","wording":"What characteristics are associated with a resolution being set aside, vacated, or rescinded?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-027","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-027"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What characteristics are associated with a resolution being set aside, vacated, or rescinded?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution identifiers and ordinals; effective and cessation dates; reopening events; reasons and links between historical and current resolutions.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-027&kind=question&dataset=What+characteristics+are+associated+with+a+resolution+being+set+aside%2C+vacated%2C+or+rescinded%3F&question=What+characteristics+are+associated+with+a+resolution+being+set+aside%2C+vacated%2C+or+rescinded%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-027#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-027&kind=question&dataset=What+characteristics+are+associated+with+a+resolution+being+set+aside%2C+vacated%2C+or+rescinded%3F&question=What+characteristics+are+associated+with+a+resolution+being+set+aside%2C+vacated%2C+or+rescinded%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-027#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-027","/assets/data/question-designs.v1.json#questions/law-027"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-028","sector":"legal","lens":"research","originalWording":"How does the second resolution of a reopened dispute differ from the original resolution?","wording":"Among reopened cases with explicitly linked first and second resolutions, how do recorded outcomes and remedies differ between the two resolutions?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Both compare the same first/second-resolution pair; preserve cases with missing second resolution as incomplete evidence.","canonicalQuestionId":"law-028","duplicate":{"groupId":"law-second-resolution","kind":"editorially_confirmed_near_duplicate","memberIds":["law-028","law-124"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-028"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Among reopened cases with explicitly linked first and second resolutions, how do recorded outcomes and remedies differ between the two resolutions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution identifiers and ordinals; effective and cessation dates; reopening events; reasons and links between historical and current resolutions.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-028&kind=question&dataset=Among+reopened+cases+with+explicitly+linked+first+and+second+resolutions%2C+how+do+recorded+outcomes+and+remedies+differ+between+the+two+resolutions%3F&question=Among+reopened+cases+with+explicitly+linked+first+and+second+resolutions%2C+how+do+recorded+outcomes+and+remedies+differ+between+the+two+resolutions%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-028#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Both compare the same first/second-resolution pair; preserve cases with missing second resolution as incomplete evidence."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-028&kind=question&dataset=Among+reopened+cases+with+explicitly+linked+first+and+second+resolutions%2C+how+do+recorded+outcomes+and+remedies+differ+between+the+two+resolutions%3F&question=Among+reopened+cases+with+explicitly+linked+first+and+second+resolutions%2C+how+do+recorded+outcomes+and+remedies+differ+between+the+two+resolutions%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-028#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-028","/assets/data/question-designs.v1.json#questions/law-028"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-029","sector":"legal","lens":"ai","originalWording":"Can an AI distinguish the current resolution from historical resolutions in a reopened case?","wording":"Can an AI distinguish the current resolution from historical resolutions in a reopened case?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-029","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-029"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI distinguish the current resolution from historical resolutions in a reopened case?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution identifiers and ordinals; effective and cessation dates; reopening events; reasons and links between historical and current resolutions.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-029&kind=question&dataset=Can+an+AI+distinguish+the+current+resolution+from+historical+resolutions+in+a+reopened+case%3F&question=Can+an+AI+distinguish+the+current+resolution+from+historical+resolutions+in+a+reopened+case%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-029#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-029&kind=question&dataset=Can+an+AI+distinguish+the+current+resolution+from+historical+resolutions+in+a+reopened+case%3F&question=Can+an+AI+distinguish+the+current+resolution+from+historical+resolutions+in+a+reopened+case%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-029#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-029","/assets/data/question-designs.v1.json#questions/law-029"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-030","sector":"legal","lens":"ml","originalWording":"Can a model predict whether a case will be reopened after its first resolution?","wording":"Can a model predict recorded reopening within an agreed period after first resolution using only information available at that resolution?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"Both are reopening prediction tasks anchored at first resolution. The horizon, feature cutoff and censoring must be made explicit; these remain separate from descriptive reopening research.","canonicalQuestionId":"law-108","duplicate":{"groupId":"law-reopening-prediction","kind":"editorially_confirmed_near_duplicate","memberIds":["law-030","law-108"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-030"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict recorded reopening within an agreed period after first resolution using only information available at that resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution identifiers and ordinals; effective and cessation dates; reopening events; reasons and links between historical and current resolutions.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-030&kind=question&dataset=Can+a+model+predict+recorded+reopening+within+an+agreed+period+after+first+resolution+using+only+information+available+at+that+resolution%3F&question=Can+a+model+predict+recorded+reopening+within+an+agreed+period+after+first+resolution+using+only+information+available+at+that+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-030#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Both are reopening prediction tasks anchored at first resolution. The horizon, feature cutoff and censoring must be made explicit; these remain separate from descriptive reopening research."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-030&kind=question&dataset=Can+a+model+predict+recorded+reopening+within+an+agreed+period+after+first+resolution+using+only+information+available+at+that+resolution%3F&question=Can+a+model+predict+recorded+reopening+within+an+agreed+period+after+first+resolution+using+only+information+available+at+that+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-030#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-030","/assets/data/question-designs.v1.json#questions/law-030"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-031","sector":"legal","lens":"research","originalWording":"What procedural patterns precede reopening?","wording":"What procedural patterns precede reopening?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-031","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-031"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What procedural patterns precede reopening?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution identifiers and ordinals; effective and cessation dates; reopening events; reasons and links between historical and current resolutions.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-031&kind=question&dataset=What+procedural+patterns+precede+reopening%3F&question=What+procedural+patterns+precede+reopening%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-031#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-031&kind=question&dataset=What+procedural+patterns+precede+reopening%3F&question=What+procedural+patterns+precede+reopening%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-031#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-031","/assets/data/question-designs.v1.json#questions/law-031"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-032","sector":"legal","lens":"research","originalWording":"Which remedies are most commonly associated with each dispute type?","wording":"How do recorded remedy types vary across dispute categories among cases with linked resolution and remedy records?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Same dispute-category/remedy distribution. LAW-101 also includes resolution categories and stays separate rather than silently losing that dimension.","canonicalQuestionId":"law-032","duplicate":{"groupId":"law-remedies-by-dispute-type","kind":"editorially_confirmed_near_duplicate","memberIds":["law-032","law-125"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-032"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do recorded remedy types vary across dispute categories among cases with linked resolution and remedy records?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-to-remedy links; remedy-to-obligation links; amounts, effective dates, payment and fulfilment events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-032&kind=question&dataset=How+do+recorded+remedy+types+vary+across+dispute+categories+among+cases+with+linked+resolution+and+remedy+records%3F&question=How+do+recorded+remedy+types+vary+across+dispute+categories+among+cases+with+linked+resolution+and+remedy+records%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-032#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Same dispute-category/remedy distribution. LAW-101 also includes resolution categories and stays separate rather than silently losing that dimension."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-032&kind=question&dataset=How+do+recorded+remedy+types+vary+across+dispute+categories+among+cases+with+linked+resolution+and+remedy+records%3F&question=How+do+recorded+remedy+types+vary+across+dispute+categories+among+cases+with+linked+resolution+and+remedy+records%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-032#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-032","/assets/data/question-designs.v1.json#questions/law-032"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-033","sector":"legal","lens":"research","originalWording":"Which resolutions result in monetary versus non-monetary remedies?","wording":"Which resolutions result in monetary versus non-monetary remedies?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-033","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-033"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which resolutions result in monetary versus non-monetary remedies?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-to-remedy links; remedy-to-obligation links; amounts, effective dates, payment and fulfilment events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-033&kind=question&dataset=Which+resolutions+result+in+monetary+versus+non-monetary+remedies%3F&question=Which+resolutions+result+in+monetary+versus+non-monetary+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-033#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-033&kind=question&dataset=Which+resolutions+result+in+monetary+versus+non-monetary+remedies%3F&question=Which+resolutions+result+in+monetary+versus+non-monetary+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-033#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-033","/assets/data/question-designs.v1.json#questions/law-033"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-034","sector":"legal","lens":"research","originalWording":"How often does a resolution create more than one remedy?","wording":"How often does a resolution create more than one remedy?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-034","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-034"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How often does a resolution create more than one remedy?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-to-remedy links; remedy-to-obligation links; amounts, effective dates, payment and fulfilment events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-034&kind=question&dataset=How+often+does+a+resolution+create+more+than+one+remedy%3F&question=How+often+does+a+resolution+create+more+than+one+remedy%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-034#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-034&kind=question&dataset=How+often+does+a+resolution+create+more+than+one+remedy%3F&question=How+often+does+a+resolution+create+more+than+one+remedy%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-034#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-034","/assets/data/question-designs.v1.json#questions/law-034"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-035","sector":"legal","lens":"research","originalWording":"What types of obligations arise from different remedies?","wording":"What types of obligations arise from different remedies?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-035","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-035"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What types of obligations arise from different remedies?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-to-remedy links; remedy-to-obligation links; amounts, effective dates, payment and fulfilment events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-035&kind=question&dataset=What+types+of+obligations+arise+from+different+remedies%3F&question=What+types+of+obligations+arise+from+different+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-035#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-035&kind=question&dataset=What+types+of+obligations+arise+from+different+remedies%3F&question=What+types+of+obligations+arise+from+different+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-035#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-035","/assets/data/question-designs.v1.json#questions/law-035"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-036","sector":"legal","lens":"research","originalWording":"How long after a resolution does an obligation become effective?","wording":"How long after a resolution does an obligation become effective?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-036","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-036"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long after a resolution does an obligation become effective?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-to-remedy links; remedy-to-obligation links; amounts, effective dates, payment and fulfilment events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-036&kind=question&dataset=How+long+after+a+resolution+does+an+obligation+become+effective%3F&question=How+long+after+a+resolution+does+an+obligation+become+effective%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-036#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-036&kind=question&dataset=How+long+after+a+resolution+does+an+obligation+become+effective%3F&question=How+long+after+a+resolution+does+an+obligation+become+effective%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-036#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-036","/assets/data/question-designs.v1.json#questions/law-036"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-037","sector":"legal","lens":"research","originalWording":"How long does it take for monetary obligations to be fully paid?","wording":"How long does it take for monetary obligations to be fully paid?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-037","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-037"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long does it take for monetary obligations to be fully paid?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-to-remedy links; remedy-to-obligation links; amounts, effective dates, payment and fulfilment events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-037&kind=question&dataset=How+long+does+it+take+for+monetary+obligations+to+be+fully+paid%3F&question=How+long+does+it+take+for+monetary+obligations+to+be+fully+paid%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-037#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-037&kind=question&dataset=How+long+does+it+take+for+monetary+obligations+to+be+fully+paid%3F&question=How+long+does+it+take+for+monetary+obligations+to+be+fully+paid%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-037#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-037","/assets/data/question-designs.v1.json#questions/law-037"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-038","sector":"legal","lens":"research","originalWording":"What payment patterns occur between obligation creation and final payment?","wording":"What payment patterns occur between obligation creation and final payment?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-038","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-038"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What payment patterns occur between obligation creation and final payment?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-to-remedy links; remedy-to-obligation links; amounts, effective dates, payment and fulfilment events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-038&kind=question&dataset=What+payment+patterns+occur+between+obligation+creation+and+final+payment%3F&question=What+payment+patterns+occur+between+obligation+creation+and+final+payment%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-038#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-038&kind=question&dataset=What+payment+patterns+occur+between+obligation+creation+and+final+payment%3F&question=What+payment+patterns+occur+between+obligation+creation+and+final+payment%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-038#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-038","/assets/data/question-designs.v1.json#questions/law-038"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-039","sector":"legal","lens":"ai","originalWording":"Can an AI connect a remedy to the obligation and subsequent fulfillment events it created?","wording":"Can an AI connect a remedy to the obligation and subsequent fulfillment events it created?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-039","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-039"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI connect a remedy to the obligation and subsequent fulfillment events it created?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-to-remedy links; remedy-to-obligation links; amounts, effective dates, payment and fulfilment events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-039&kind=question&dataset=Can+an+AI+connect+a+remedy+to+the+obligation+and+subsequent+fulfillment+events+it+created%3F&question=Can+an+AI+connect+a+remedy+to+the+obligation+and+subsequent+fulfillment+events+it+created%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-039#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-039&kind=question&dataset=Can+an+AI+connect+a+remedy+to+the+obligation+and+subsequent+fulfillment+events+it+created%3F&question=Can+an+AI+connect+a+remedy+to+the+obligation+and+subsequent+fulfillment+events+it+created%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-039#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-039","/assets/data/question-designs.v1.json#questions/law-039"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-040","sector":"legal","lens":"ml","originalWording":"Can a model predict whether an obligation will be fulfilled based on the preceding dispute journey?","wording":"Can a model predict whether an obligation will be fulfilled based on the preceding dispute journey?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-040","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-040"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict whether an obligation will be fulfilled based on the preceding dispute journey?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-to-remedy links; remedy-to-obligation links; amounts, effective dates, payment and fulfilment events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-040&kind=question&dataset=Can+a+model+predict+whether+an+obligation+will+be+fulfilled+based+on+the+preceding+dispute+journey%3F&question=Can+a+model+predict+whether+an+obligation+will+be+fulfilled+based+on+the+preceding+dispute+journey%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-040#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-040&kind=question&dataset=Can+a+model+predict+whether+an+obligation+will+be+fulfilled+based+on+the+preceding+dispute+journey%3F&question=Can+a+model+predict+whether+an+obligation+will+be+fulfilled+based+on+the+preceding+dispute+journey%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-040#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-040","/assets/data/question-designs.v1.json#questions/law-040"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-041","sector":"legal","lens":"research","originalWording":"Which resolution characteristics are associated with full, partial, or non-compliance?","wording":"Which resolution characteristics are associated with full, partial, or non-compliance?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-041","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-041"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which resolution characteristics are associated with full, partial, or non-compliance?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-specific obligations, compliance checkpoints and enforcement events; current versus superseded resolution links; validated post-reopening histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-041&kind=question&dataset=Which+resolution+characteristics+are+associated+with+full%2C+partial%2C+or+non-compliance%3F&question=Which+resolution+characteristics+are+associated+with+full%2C+partial%2C+or+non-compliance%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-041#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-041&kind=question&dataset=Which+resolution+characteristics+are+associated+with+full%2C+partial%2C+or+non-compliance%3F&question=Which+resolution+characteristics+are+associated+with+full%2C+partial%2C+or+non-compliance%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-041#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-041","/assets/data/question-designs.v1.json#questions/law-041"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-042","sector":"legal","lens":"research","originalWording":"How long does it take to achieve compliance after a resolution?","wording":"How long does it take to achieve compliance after a resolution?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-042","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-042"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long does it take to achieve compliance after a resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-specific obligations, compliance checkpoints and enforcement events; current versus superseded resolution links; validated post-reopening histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-042&kind=question&dataset=How+long+does+it+take+to+achieve+compliance+after+a+resolution%3F&question=How+long+does+it+take+to+achieve+compliance+after+a+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-042#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-042&kind=question&dataset=How+long+does+it+take+to+achieve+compliance+after+a+resolution%3F&question=How+long+does+it+take+to+achieve+compliance+after+a+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-042#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-042","/assets/data/question-designs.v1.json#questions/law-042"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-043","sector":"legal","lens":"research","originalWording":"Which remedies are most likely to require enforcement?","wording":"Which remedies are most likely to require enforcement?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-043","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-043"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which remedies are most likely to require enforcement?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-specific obligations, compliance checkpoints and enforcement events; current versus superseded resolution links; validated post-reopening histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-043&kind=question&dataset=Which+remedies+are+most+likely+to+require+enforcement%3F&question=Which+remedies+are+most+likely+to+require+enforcement%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-043#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-043&kind=question&dataset=Which+remedies+are+most+likely+to+require+enforcement%3F&question=Which+remedies+are+most+likely+to+require+enforcement%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-043#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-043","/assets/data/question-designs.v1.json#questions/law-043"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-044","sector":"legal","lens":"research","originalWording":"What factors are associated with unsuccessful enforcement?","wording":"What factors are associated with unsuccessful enforcement?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-044","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-044"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What factors are associated with unsuccessful enforcement?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-specific obligations, compliance checkpoints and enforcement events; current versus superseded resolution links; validated post-reopening histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-044&kind=question&dataset=What+factors+are+associated+with+unsuccessful+enforcement%3F&question=What+factors+are+associated+with+unsuccessful+enforcement%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-044#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-044&kind=question&dataset=What+factors+are+associated+with+unsuccessful+enforcement%3F&question=What+factors+are+associated+with+unsuccessful+enforcement%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-044#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-044","/assets/data/question-designs.v1.json#questions/law-044"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-045","sector":"legal","lens":"research","originalWording":"How often does failed enforcement generate a follow-on enforcement proceeding?","wording":"How often does failed enforcement generate a follow-on enforcement proceeding?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-045","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-045"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How often does failed enforcement generate a follow-on enforcement proceeding?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-specific obligations, compliance checkpoints and enforcement events; current versus superseded resolution links; validated post-reopening histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-045&kind=question&dataset=How+often+does+failed+enforcement+generate+a+follow-on+enforcement+proceeding%3F&question=How+often+does+failed+enforcement+generate+a+follow-on+enforcement+proceeding%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-045#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-045&kind=question&dataset=How+often+does+failed+enforcement+generate+a+follow-on+enforcement+proceeding%3F&question=How+often+does+failed+enforcement+generate+a+follow-on+enforcement+proceeding%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-045#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-045","/assets/data/question-designs.v1.json#questions/law-045"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-046","sector":"legal","lens":"research","originalWording":"What is the typical sequence from obligation → non-compliance → enforcement → final outcome?","wording":"What is the typical sequence from obligation → non-compliance → enforcement → final outcome?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-046","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-046"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What is the typical sequence from obligation → non-compliance → enforcement → final outcome?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-specific obligations, compliance checkpoints and enforcement events; current versus superseded resolution links; validated post-reopening histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-046&kind=question&dataset=What+is+the+typical+sequence+from+obligation+%E2%86%92+non-compliance+%E2%86%92+enforcement+%E2%86%92+final+outcome%3F&question=What+is+the+typical+sequence+from+obligation+%E2%86%92+non-compliance+%E2%86%92+enforcement+%E2%86%92+final+outcome%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-046#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-046&kind=question&dataset=What+is+the+typical+sequence+from+obligation+%E2%86%92+non-compliance+%E2%86%92+enforcement+%E2%86%92+final+outcome%3F&question=What+is+the+typical+sequence+from+obligation+%E2%86%92+non-compliance+%E2%86%92+enforcement+%E2%86%92+final+outcome%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-046#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-046","/assets/data/question-designs.v1.json#questions/law-046"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-047","sector":"legal","lens":"ai","originalWording":"Can an AI distinguish compliance with a current resolution from compliance history belonging to a previous resolution?","wording":"Can an AI identify whether recorded compliance evidence applies to the resolution operative at a specified date or to a superseded historical resolution?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"merge_reclassify","publicationReason":"Same resolution-specific grounded compliance attribution task. Explicit resolution IDs, stays, supersession and pending validation are required.","canonicalQuestionId":"law-093","duplicate":{"groupId":"law-resolution-specific-compliance-grounding","kind":"editorially_confirmed_near_duplicate","memberIds":["law-047","law-093"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-047"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI identify whether recorded compliance evidence applies to the resolution operative at a specified date or to a superseded historical resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-specific obligations, compliance checkpoints and enforcement events; current versus superseded resolution links; validated post-reopening histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Cite dated events and explicit links; separate historical states and report missing relationships as insufficient evidence.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-047&kind=question&dataset=Can+an+AI+identify+whether+recorded+compliance+evidence+applies+to+the+resolution+operative+at+a+specified+date+or+to+a+superseded+historical+resolution%3F&question=Can+an+AI+identify+whether+recorded+compliance+evidence+applies+to+the+resolution+operative+at+a+specified+date+or+to+a+superseded+historical+resolution%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-047#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Same resolution-specific grounded compliance attribution task. Explicit resolution IDs, stays, supersession and pending validation are required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Cite dated events and explicit links; separate historical states and report missing relationships as insufficient evidence.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-047&kind=question&dataset=Can+an+AI+identify+whether+recorded+compliance+evidence+applies+to+the+resolution+operative+at+a+specified+date+or+to+a+superseded+historical+resolution%3F&question=Can+an+AI+identify+whether+recorded+compliance+evidence+applies+to+the+resolution+operative+at+a+specified+date+or+to+a+superseded+historical+resolution%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-047#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-047","/assets/data/question-designs.v1.json#questions/law-047"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-048","sector":"legal","lens":"ml","originalWording":"Can a model predict whether enforcement will be required from the case history available at resolution time?","wording":"Can a model predict recorded enforcement within an agreed period after resolution using only the case history available at resolution?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"Both are prospective enforcement prediction at resolution. Existing repair-validation and city-specific recertification restrictions remain mandatory.","canonicalQuestionId":"law-114","duplicate":{"groupId":"law-enforcement-prediction","kind":"editorially_confirmed_near_duplicate","memberIds":["law-048","law-114"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-048"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict recorded enforcement within an agreed period after resolution using only the case history available at resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-specific obligations, compliance checkpoints and enforcement events; current versus superseded resolution links; validated post-reopening histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-048&kind=question&dataset=Can+a+model+predict+recorded+enforcement+within+an+agreed+period+after+resolution+using+only+the+case+history+available+at+resolution%3F&question=Can+a+model+predict+recorded+enforcement+within+an+agreed+period+after+resolution+using+only+the+case+history+available+at+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-048#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Both are prospective enforcement prediction at resolution. Existing repair-validation and city-specific recertification restrictions remain mandatory."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-048&kind=question&dataset=Can+a+model+predict+recorded+enforcement+within+an+agreed+period+after+resolution+using+only+the+case+history+available+at+resolution%3F&question=Can+a+model+predict+recorded+enforcement+within+an+agreed+period+after+resolution+using+only+the+case+history+available+at+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-048#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-048","/assets/data/question-designs.v1.json#questions/law-048"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-049","sector":"legal","lens":"ml","originalWording":"Can a model predict whether an enforcement action will succeed?","wording":"Can a model predict whether an enforcement action will succeed?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-049","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-049"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict whether an enforcement action will succeed?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Resolution-specific obligations, compliance checkpoints and enforcement events; current versus superseded resolution links; validated post-reopening histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-049&kind=question&dataset=Can+a+model+predict+whether+an+enforcement+action+will+succeed%3F&question=Can+a+model+predict+whether+an+enforcement+action+will+succeed%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-049#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-049&kind=question&dataset=Can+a+model+predict+whether+an+enforcement+action+will+succeed%3F&question=Can+a+model+predict+whether+an+enforcement+action+will+succeed%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-049#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-049","/assets/data/question-designs.v1.json#questions/law-049"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-050","sector":"legal","lens":"research","originalWording":"How long after employment termination do workers file employment disputes?","wording":"How long after employment termination do workers file employment disputes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-050","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-050"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long after employment termination do workers file employment disputes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit employment-trigger-to-case links; termination and filing dates; employment, earnings, sector and tenure as recorded at each event.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-050&kind=question&dataset=How+long+after+employment+termination+do+workers+file+employment+disputes%3F&question=How+long+after+employment+termination+do+workers+file+employment+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-050#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-050&kind=question&dataset=How+long+after+employment+termination+do+workers+file+employment+disputes%3F&question=How+long+after+employment+termination+do+workers+file+employment+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-050#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-050","/assets/data/question-designs.v1.json#questions/law-050"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-051","sector":"legal","lens":"research","originalWording":"What was the worker's employment status at the triggering event versus at case filing?","wording":"What was the worker's employment status at the triggering event versus at case filing?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-051","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-051"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What was the worker's employment status at the triggering event versus at case filing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit employment-trigger-to-case links; termination and filing dates; employment, earnings, sector and tenure as recorded at each event.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-051&kind=question&dataset=What+was+the+worker%27s+employment+status+at+the+triggering+event+versus+at+case+filing%3F&question=What+was+the+worker%27s+employment+status+at+the+triggering+event+versus+at+case+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-051#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-051&kind=question&dataset=What+was+the+worker%27s+employment+status+at+the+triggering+event+versus+at+case+filing%3F&question=What+was+the+worker%27s+employment+status+at+the+triggering+event+versus+at+case+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-051#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-051","/assets/data/question-designs.v1.json#questions/law-051"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-052","sector":"legal","lens":"research","originalWording":"How do salary, occupation, sector, employer size, and employment tenure relate to dispute outcomes?","wording":"How do salary, occupation, sector, employer size, and employment tenure relate to dispute outcomes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-052","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-052"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do salary, occupation, sector, employer size, and employment tenure relate to dispute outcomes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit employment-trigger-to-case links; termination and filing dates; employment, earnings, sector and tenure as recorded at each event.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-052&kind=question&dataset=How+do+salary%2C+occupation%2C+sector%2C+employer+size%2C+and+employment+tenure+relate+to+dispute+outcomes%3F&question=How+do+salary%2C+occupation%2C+sector%2C+employer+size%2C+and+employment+tenure+relate+to+dispute+outcomes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-052#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-052&kind=question&dataset=How+do+salary%2C+occupation%2C+sector%2C+employer+size%2C+and+employment+tenure+relate+to+dispute+outcomes%3F&question=How+do+salary%2C+occupation%2C+sector%2C+employer+size%2C+and+employment+tenure+relate+to+dispute+outcomes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-052#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-052","/assets/data/question-designs.v1.json#questions/law-052"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-053","sector":"legal","lens":"research","originalWording":"Are longer-tenured employees more likely to pursue disputes after termination?","wording":"Are longer-tenured employees more likely to pursue disputes after termination?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-053","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-053"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Are longer-tenured employees more likely to pursue disputes after termination?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit employment-trigger-to-case links; termination and filing dates; employment, earnings, sector and tenure as recorded at each event.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-053&kind=question&dataset=Are+longer-tenured+employees+more+likely+to+pursue+disputes+after+termination%3F&question=Are+longer-tenured+employees+more+likely+to+pursue+disputes+after+termination%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-053#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-053&kind=question&dataset=Are+longer-tenured+employees+more+likely+to+pursue+disputes+after+termination%3F&question=Are+longer-tenured+employees+more+likely+to+pursue+disputes+after+termination%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-053#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-053","/assets/data/question-designs.v1.json#questions/law-053"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-054","sector":"legal","lens":"research","originalWording":"Which employment disputes are most likely to result in monetary remedies?","wording":"Which employment disputes are most likely to result in monetary remedies?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-054","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-054"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which employment disputes are most likely to result in monetary remedies?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit employment-trigger-to-case links; termination and filing dates; employment, earnings, sector and tenure as recorded at each event.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-054&kind=question&dataset=Which+employment+disputes+are+most+likely+to+result+in+monetary+remedies%3F&question=Which+employment+disputes+are+most+likely+to+result+in+monetary+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-054#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-054&kind=question&dataset=Which+employment+disputes+are+most+likely+to+result+in+monetary+remedies%3F&question=Which+employment+disputes+are+most+likely+to+result+in+monetary+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-054#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-054","/assets/data/question-designs.v1.json#questions/law-054"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-055","sector":"legal","lens":"research","originalWording":"How does representation affect the duration and outcome of employment disputes?","wording":"How do the recorded duration and outcomes of employment disputes vary with dated professional-representation status?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"law-055","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-055"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do the recorded duration and outcomes of employment disputes vary with dated professional-representation status?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit employment-trigger-to-case links; termination and filing dates; employment, earnings, sector and tenure as recorded at each event.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-055&kind=question&dataset=How+do+the+recorded+duration+and+outcomes+of+employment+disputes+vary+with+dated+professional-representation+status%3F&question=How+do+the+recorded+duration+and+outcomes+of+employment+disputes+vary+with+dated+professional-representation+status%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-055#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-055&kind=question&dataset=How+do+the+recorded+duration+and+outcomes+of+employment+disputes+vary+with+dated+professional-representation+status%3F&question=How+do+the+recorded+duration+and+outcomes+of+employment+disputes+vary+with+dated+professional-representation+status%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-055#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-055","/assets/data/question-designs.v1.json#questions/law-055"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-056","sector":"legal","lens":"ml","originalWording":"Can a model predict the legal journey following an employment termination?","wording":"Can a model predict the legal journey following an employment termination?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-056","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-056"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict the legal journey following an employment termination?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit employment-trigger-to-case links; termination and filing dates; employment, earnings, sector and tenure as recorded at each event.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-056&kind=question&dataset=Can+a+model+predict+the+legal+journey+following+an+employment+termination%3F&question=Can+a+model+predict+the+legal+journey+following+an+employment+termination%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-056#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-056&kind=question&dataset=Can+a+model+predict+the+legal+journey+following+an+employment+termination%3F&question=Can+a+model+predict+the+legal+journey+following+an+employment+termination%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-056#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-056","/assets/data/question-designs.v1.json#questions/law-056"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-057","sector":"legal","lens":"research","originalWording":"What events precede property-related legal disputes?","wording":"What events precede property-related legal disputes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-057","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-057"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What events precede property-related legal disputes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit property-trigger-to-case links; ownership and possession context; dated case, remedy and related-case records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-057&kind=question&dataset=What+events+precede+property-related+legal+disputes%3F&question=What+events+precede+property-related+legal+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-057#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-057&kind=question&dataset=What+events+precede+property-related+legal+disputes%3F&question=What+events+precede+property-related+legal+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-057#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-057","/assets/data/question-designs.v1.json#questions/law-057"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-058","sector":"legal","lens":"research","originalWording":"How long do property disputes take to reach resolution?","wording":"How long do property disputes take to reach resolution?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-058","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-058"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long do property disputes take to reach resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit property-trigger-to-case links; ownership and possession context; dated case, remedy and related-case records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-058&kind=question&dataset=How+long+do+property+disputes+take+to+reach+resolution%3F&question=How+long+do+property+disputes+take+to+reach+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-058#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-058&kind=question&dataset=How+long+do+property+disputes+take+to+reach+resolution%3F&question=How+long+do+property+disputes+take+to+reach+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-058#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-058","/assets/data/question-designs.v1.json#questions/law-058"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-059","sector":"legal","lens":"research","originalWording":"Which property disputes result in possession orders, rescission, damages, or other remedies?","wording":"Which property disputes result in possession orders, rescission, damages, or other remedies?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-059","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-059"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which property disputes result in possession orders, rescission, damages, or other remedies?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit property-trigger-to-case links; ownership and possession context; dated case, remedy and related-case records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-059&kind=question&dataset=Which+property+disputes+result+in+possession+orders%2C+rescission%2C+damages%2C+or+other+remedies%3F&question=Which+property+disputes+result+in+possession+orders%2C+rescission%2C+damages%2C+or+other+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-059#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-059&kind=question&dataset=Which+property+disputes+result+in+possession+orders%2C+rescission%2C+damages%2C+or+other+remedies%3F&question=Which+property+disputes+result+in+possession+orders%2C+rescission%2C+damages%2C+or+other+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-059#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-059","/assets/data/question-designs.v1.json#questions/law-059"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-060","sector":"legal","lens":"research","originalWording":"How frequently do property disputes generate related cases involving the same parties?","wording":"How frequently do property disputes generate related cases involving the same parties?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-060","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-060"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How frequently do property disputes generate related cases involving the same parties?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit property-trigger-to-case links; ownership and possession context; dated case, remedy and related-case records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-060&kind=question&dataset=How+frequently+do+property+disputes+generate+related+cases+involving+the+same+parties%3F&question=How+frequently+do+property+disputes+generate+related+cases+involving+the+same+parties%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-060#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-060&kind=question&dataset=How+frequently+do+property+disputes+generate+related+cases+involving+the+same+parties%3F&question=How+frequently+do+property+disputes+generate+related+cases+involving+the+same+parties%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-060#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-060","/assets/data/question-designs.v1.json#questions/law-060"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-061","sector":"legal","lens":"ai","originalWording":"Can an AI trace a property dispute from ownership context through legal resolution and remedy?","wording":"Can an AI trace a property dispute from ownership context through legal resolution and remedy?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-061","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-061"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI trace a property dispute from ownership context through legal resolution and remedy?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit property-trigger-to-case links; ownership and possession context; dated case, remedy and related-case records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-061&kind=question&dataset=Can+an+AI+trace+a+property+dispute+from+ownership+context+through+legal+resolution+and+remedy%3F&question=Can+an+AI+trace+a+property+dispute+from+ownership+context+through+legal+resolution+and+remedy%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-061#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-061&kind=question&dataset=Can+an+AI+trace+a+property+dispute+from+ownership+context+through+legal+resolution+and+remedy%3F&question=Can+an+AI+trace+a+property+dispute+from+ownership+context+through+legal+resolution+and+remedy%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-061#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-061","/assets/data/question-designs.v1.json#questions/law-061"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-062","sector":"legal","lens":"ml","originalWording":"What factors predict prolonged property disputes?","wording":"What factors predict prolonged property disputes?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-062","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-062"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What factors predict prolonged property disputes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit property-trigger-to-case links; ownership and possession context; dated case, remedy and related-case records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-062&kind=question&dataset=What+factors+predict+prolonged+property+disputes%3F&question=What+factors+predict+prolonged+property+disputes%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-062#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-062&kind=question&dataset=What+factors+predict+prolonged+property+disputes%3F&question=What+factors+predict+prolonged+property+disputes%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-062#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-062","/assets/data/question-designs.v1.json#questions/law-062"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-063","sector":"legal","lens":"research","originalWording":"Which construction events are most commonly associated with formal disputes?","wording":"Which construction events are most commonly associated with formal disputes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-063","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-19","status":"proposed_scope_association","reason":"Construction dispute outcomes are topically aligned; project links and any non-disputed comparison cohort remain unverified.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-063"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which construction events are most commonly associated with formal disputes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit project-event-to-case links; project status, delay, payment and defect records; case and remedy histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-063&kind=question&dataset=Which+construction+events+are+most+commonly+associated+with+formal+disputes%3F&question=Which+construction+events+are+most+commonly+associated+with+formal+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-063#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-063&kind=question&dataset=Which+construction+events+are+most+commonly+associated+with+formal+disputes%3F&question=Which+construction+events+are+most+commonly+associated+with+formal+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-063#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-063","/assets/data/question-designs.v1.json#questions/law-063"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-064","sector":"legal","lens":"research","originalWording":"How do project status, delays, payment issues, or defects relate to dispute formation?","wording":"How do project status, delays, payment issues, or defects relate to dispute formation?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-064","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-19","status":"proposed_scope_association","reason":"Construction dispute outcomes are topically aligned; project links and any non-disputed comparison cohort remain unverified.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-064"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do project status, delays, payment issues, or defects relate to dispute formation?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit project-event-to-case links; project status, delay, payment and defect records; case and remedy histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-064&kind=question&dataset=How+do+project+status%2C+delays%2C+payment+issues%2C+or+defects+relate+to+dispute+formation%3F&question=How+do+project+status%2C+delays%2C+payment+issues%2C+or+defects+relate+to+dispute+formation%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-064#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-064&kind=question&dataset=How+do+project+status%2C+delays%2C+payment+issues%2C+or+defects+relate+to+dispute+formation%3F&question=How+do+project+status%2C+delays%2C+payment+issues%2C+or+defects+relate+to+dispute+formation%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-064#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-064","/assets/data/question-designs.v1.json#questions/law-064"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-065","sector":"legal","lens":"research","originalWording":"Which construction disputes are most likely to produce monetary damages or contract-related remedies?","wording":"Which construction disputes are most likely to produce monetary damages or contract-related remedies?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-065","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-19","status":"proposed_scope_association","reason":"Construction dispute outcomes are topically aligned; project links and any non-disputed comparison cohort remain unverified.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-065"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which construction disputes are most likely to produce monetary damages or contract-related remedies?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit project-event-to-case links; project status, delay, payment and defect records; case and remedy histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-065&kind=question&dataset=Which+construction+disputes+are+most+likely+to+produce+monetary+damages+or+contract-related+remedies%3F&question=Which+construction+disputes+are+most+likely+to+produce+monetary+damages+or+contract-related+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-065#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-065&kind=question&dataset=Which+construction+disputes+are+most+likely+to+produce+monetary+damages+or+contract-related+remedies%3F&question=Which+construction+disputes+are+most+likely+to+produce+monetary+damages+or+contract-related+remedies%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-065#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-065","/assets/data/question-designs.v1.json#questions/law-065"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-066","sector":"legal","lens":"research","originalWording":"How long after the underlying construction event does litigation begin?","wording":"How long after the underlying construction event does litigation begin?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-066","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"research-19","status":"proposed_scope_association","reason":"Construction dispute outcomes are topically aligned; project links and any non-disputed comparison cohort remain unverified.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-066"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long after the underlying construction event does litigation begin?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit project-event-to-case links; project status, delay, payment and defect records; case and remedy histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-066&kind=question&dataset=How+long+after+the+underlying+construction+event+does+litigation+begin%3F&question=How+long+after+the+underlying+construction+event+does+litigation+begin%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-066#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-066&kind=question&dataset=How+long+after+the+underlying+construction+event+does+litigation+begin%3F&question=How+long+after+the+underlying+construction+event+does+litigation+begin%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-066#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-066","/assets/data/question-designs.v1.json#questions/law-066"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-067","sector":"legal","lens":"ai","originalWording":"Can an AI link a construction dispute back to the project and event that triggered it?","wording":"Can an AI link a construction dispute back to the project and event that triggered it?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-067","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-067"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI link a construction dispute back to the project and event that triggered it?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit project-event-to-case links; project status, delay, payment and defect records; case and remedy histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-067&kind=question&dataset=Can+an+AI+link+a+construction+dispute+back+to+the+project+and+event+that+triggered+it%3F&question=Can+an+AI+link+a+construction+dispute+back+to+the+project+and+event+that+triggered+it%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-067#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-067&kind=question&dataset=Can+an+AI+link+a+construction+dispute+back+to+the+project+and+event+that+triggered+it%3F&question=Can+an+AI+link+a+construction+dispute+back+to+the+project+and+event+that+triggered+it%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-067#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-067","/assets/data/question-designs.v1.json#questions/law-067"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-068","sector":"legal","lens":"ml","originalWording":"Can a model predict dispute escalation from construction-project history?","wording":"Can a model predict dispute escalation from construction-project history?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-068","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-068"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict dispute escalation from construction-project history?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit project-event-to-case links; project status, delay, payment and defect records; case and remedy histories.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-068&kind=question&dataset=Can+a+model+predict+dispute+escalation+from+construction-project+history%3F&question=Can+a+model+predict+dispute+escalation+from+construction-project+history%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-068#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-068&kind=question&dataset=Can+a+model+predict+dispute+escalation+from+construction-project+history%3F&question=Can+a+model+predict+dispute+escalation+from+construction-project+history%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-068#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-068","/assets/data/question-designs.v1.json#questions/law-068"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-069","sector":"legal","lens":"research","originalWording":"Which insurance claim outcomes are most likely to result in disputes?","wording":"Which insurance claim outcomes are most likely to result in disputes?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-069","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-069"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which insurance claim outcomes are most likely to result in disputes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Claim and decision identifiers; decision dates and outcomes; explicit claim-to-dispute links; dated resolution records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-069&kind=question&dataset=Which+insurance+claim+outcomes+are+most+likely+to+result+in+disputes%3F&question=Which+insurance+claim+outcomes+are+most+likely+to+result+in+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-069#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-069&kind=question&dataset=Which+insurance+claim+outcomes+are+most+likely+to+result+in+disputes%3F&question=Which+insurance+claim+outcomes+are+most+likely+to+result+in+disputes%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-069#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-069","/assets/data/question-designs.v1.json#questions/law-069"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-070","sector":"legal","lens":"research","originalWording":"How long after a claim decision does a policyholder initiate a dispute?","wording":"How long after a claim decision does a policyholder initiate a dispute?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-070","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-070"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long after a claim decision does a policyholder initiate a dispute?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Claim and decision identifiers; decision dates and outcomes; explicit claim-to-dispute links; dated resolution records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-070&kind=question&dataset=How+long+after+a+claim+decision+does+a+policyholder+initiate+a+dispute%3F&question=How+long+after+a+claim+decision+does+a+policyholder+initiate+a+dispute%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-070#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-070&kind=question&dataset=How+long+after+a+claim+decision+does+a+policyholder+initiate+a+dispute%3F&question=How+long+after+a+claim+decision+does+a+policyholder+initiate+a+dispute%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-070#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-070","/assets/data/question-designs.v1.json#questions/law-070"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-071","sector":"legal","lens":"research","originalWording":"Are claim denial and claim underpayment associated with different legal journeys?","wording":"Are claim denial and claim underpayment associated with different legal journeys?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-071","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-071"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Are claim denial and claim underpayment associated with different legal journeys?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Claim and decision identifiers; decision dates and outcomes; explicit claim-to-dispute links; dated resolution records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-071&kind=question&dataset=Are+claim+denial+and+claim+underpayment+associated+with+different+legal+journeys%3F&question=Are+claim+denial+and+claim+underpayment+associated+with+different+legal+journeys%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-071#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-071&kind=question&dataset=Are+claim+denial+and+claim+underpayment+associated+with+different+legal+journeys%3F&question=Are+claim+denial+and+claim+underpayment+associated+with+different+legal+journeys%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-071#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-071","/assets/data/question-designs.v1.json#questions/law-071"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-072","sector":"legal","lens":"research","originalWording":"Which insurance disputes are most likely to settle versus reach a judgment or award?","wording":"Which insurance disputes are most likely to settle versus reach a judgment or award?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-072","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-072"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which insurance disputes are most likely to settle versus reach a judgment or award?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Claim and decision identifiers; decision dates and outcomes; explicit claim-to-dispute links; dated resolution records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-072&kind=question&dataset=Which+insurance+disputes+are+most+likely+to+settle+versus+reach+a+judgment+or+award%3F&question=Which+insurance+disputes+are+most+likely+to+settle+versus+reach+a+judgment+or+award%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-072#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-072&kind=question&dataset=Which+insurance+disputes+are+most+likely+to+settle+versus+reach+a+judgment+or+award%3F&question=Which+insurance+disputes+are+most+likely+to+settle+versus+reach+a+judgment+or+award%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-072#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-072","/assets/data/question-designs.v1.json#questions/law-072"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-073","sector":"legal","lens":"ai","originalWording":"Can an AI identify the insurance event that gave rise to a legal dispute?","wording":"Can an AI identify the insurance event that gave rise to a legal dispute?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-073","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-073"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI identify the insurance event that gave rise to a legal dispute?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Claim and decision identifiers; decision dates and outcomes; explicit claim-to-dispute links; dated resolution records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-073&kind=question&dataset=Can+an+AI+identify+the+insurance+event+that+gave+rise+to+a+legal+dispute%3F&question=Can+an+AI+identify+the+insurance+event+that+gave+rise+to+a+legal+dispute%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-073#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-073&kind=question&dataset=Can+an+AI+identify+the+insurance+event+that+gave+rise+to+a+legal+dispute%3F&question=Can+an+AI+identify+the+insurance+event+that+gave+rise+to+a+legal+dispute%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-073#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-073","/assets/data/question-designs.v1.json#questions/law-073"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-074","sector":"legal","lens":"ml","originalWording":"Can a model predict dispute formation from claim characteristics and claim history?","wording":"Can a model predict dispute formation from claim characteristics and claim history?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-074","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-074"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict dispute formation from claim characteristics and claim history?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Claim and decision identifiers; decision dates and outcomes; explicit claim-to-dispute links; dated resolution records.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-074&kind=question&dataset=Can+a+model+predict+dispute+formation+from+claim+characteristics+and+claim+history%3F&question=Can+a+model+predict+dispute+formation+from+claim+characteristics+and+claim+history%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-074#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-074&kind=question&dataset=Can+a+model+predict+dispute+formation+from+claim+characteristics+and+claim+history%3F&question=Can+a+model+predict+dispute+formation+from+claim+characteristics+and+claim+history%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-074#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-074","/assets/data/question-designs.v1.json#questions/law-074"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-075","sector":"legal","lens":"research","originalWording":"How do family relationships shape succession disputes?","wording":"How do recorded succession-dispute pathways vary across explicitly linked family relationships?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"law-075","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-075"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do recorded succession-dispute pathways vary across explicitly linked family relationships?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit family and beneficiary relationships; party roles; succession-trigger, case and related-case identifiers with dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-075&kind=question&dataset=How+do+recorded+succession-dispute+pathways+vary+across+explicitly+linked+family+relationships%3F&question=How+do+recorded+succession-dispute+pathways+vary+across+explicitly+linked+family+relationships%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-075#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-075&kind=question&dataset=How+do+recorded+succession-dispute+pathways+vary+across+explicitly+linked+family+relationships%3F&question=How+do+recorded+succession-dispute+pathways+vary+across+explicitly+linked+family+relationships%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-075#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-075","/assets/data/question-designs.v1.json#questions/law-075"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-076","sector":"legal","lens":"research","originalWording":"Which family roles most commonly appear as claimants and respondents?","wording":"Which family roles most commonly appear as claimants and respondents?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-076","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-076"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which family roles most commonly appear as claimants and respondents?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit family and beneficiary relationships; party roles; succession-trigger, case and related-case identifiers with dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-076&kind=question&dataset=Which+family+roles+most+commonly+appear+as+claimants+and+respondents%3F&question=Which+family+roles+most+commonly+appear+as+claimants+and+respondents%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-076#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-076&kind=question&dataset=Which+family+roles+most+commonly+appear+as+claimants+and+respondents%3F&question=Which+family+roles+most+commonly+appear+as+claimants+and+respondents%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-076#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-076","/assets/data/question-designs.v1.json#questions/law-076"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-077","sector":"legal","lens":"research","originalWording":"How many family members become involved in the same succession dispute?","wording":"How many family members become involved in the same succession dispute?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-077","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-077"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How many family members become involved in the same succession dispute?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit family and beneficiary relationships; party roles; succession-trigger, case and related-case identifiers with dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-077&kind=question&dataset=How+many+family+members+become+involved+in+the+same+succession+dispute%3F&question=How+many+family+members+become+involved+in+the+same+succession+dispute%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-077#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-077&kind=question&dataset=How+many+family+members+become+involved+in+the+same+succession+dispute%3F&question=How+many+family+members+become+involved+in+the+same+succession+dispute%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-077#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-077","/assets/data/question-designs.v1.json#questions/law-077"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-078","sector":"legal","lens":"research","originalWording":"How do succession disputes evolve across related cases over time?","wording":"How do succession disputes evolve across related cases over time?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-078","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-078"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do succession disputes evolve across related cases over time?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit family and beneficiary relationships; party roles; succession-trigger, case and related-case identifiers with dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-078&kind=question&dataset=How+do+succession+disputes+evolve+across+related+cases+over+time%3F&question=How+do+succession+disputes+evolve+across+related+cases+over+time%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-078#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-078&kind=question&dataset=How+do+succession+disputes+evolve+across+related+cases+over+time%3F&question=How+do+succession+disputes+evolve+across+related+cases+over+time%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-078#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-078","/assets/data/question-designs.v1.json#questions/law-078"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-079","sector":"legal","lens":"ai","originalWording":"Can an AI reconstruct the family relationships relevant to a succession dispute?","wording":"Can an AI reconstruct the family relationships relevant to a succession dispute?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-079","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-079"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI reconstruct the family relationships relevant to a succession dispute?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit family and beneficiary relationships; party roles; succession-trigger, case and related-case identifiers with dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-079&kind=question&dataset=Can+an+AI+reconstruct+the+family+relationships+relevant+to+a+succession+dispute%3F&question=Can+an+AI+reconstruct+the+family+relationships+relevant+to+a+succession+dispute%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-079#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-079&kind=question&dataset=Can+an+AI+reconstruct+the+family+relationships+relevant+to+a+succession+dispute%3F&question=Can+an+AI+reconstruct+the+family+relationships+relevant+to+a+succession+dispute%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-079#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-079","/assets/data/question-designs.v1.json#questions/law-079"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-080","sector":"legal","lens":"ml","originalWording":"Can a model predict whether a succession dispute will involve multiple related parties or cases?","wording":"Can a model predict whether a succession dispute will involve multiple related parties or cases?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-080","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-080"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict whether a succession dispute will involve multiple related parties or cases?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Explicit family and beneficiary relationships; party roles; succession-trigger, case and related-case identifiers with dates.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-080&kind=question&dataset=Can+a+model+predict+whether+a+succession+dispute+will+involve+multiple+related+parties+or+cases%3F&question=Can+a+model+predict+whether+a+succession+dispute+will+involve+multiple+related+parties+or+cases%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-080#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-080&kind=question&dataset=Can+a+model+predict+whether+a+succession+dispute+will+involve+multiple+related+parties+or+cases%3F&question=Can+a+model+predict+whether+a+succession+dispute+will+involve+multiple+related+parties+or+cases%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-080#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-080","/assets/data/question-designs.v1.json#questions/law-080"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-081","sector":"legal","lens":"research","originalWording":"How often does one legal dispute lead to another related case?","wording":"How often does one legal dispute lead to another related case?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-081","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-081"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How often does one legal dispute lead to another related case?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case-to-case relationship types and dates; stable citizen, business and household references; explicit links to underlying events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-081&kind=question&dataset=How+often+does+one+legal+dispute+lead+to+another+related+case%3F&question=How+often+does+one+legal+dispute+lead+to+another+related+case%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-081#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-081&kind=question&dataset=How+often+does+one+legal+dispute+lead+to+another+related+case%3F&question=How+often+does+one+legal+dispute+lead+to+another+related+case%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-081#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-081","/assets/data/question-designs.v1.json#questions/law-081"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-082","sector":"legal","lens":"ai","originalWording":"Can an AI reconstruct a network of related disputes involving the same citizen, business, or underlying event?","wording":"Can an AI reconstruct a network of related disputes involving the same citizen, business, or underlying event?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-082","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-082"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI reconstruct a network of related disputes involving the same citizen, business, or underlying event?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case-to-case relationship types and dates; stable citizen, business and household references; explicit links to underlying events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-082&kind=question&dataset=Can+an+AI+reconstruct+a+network+of+related+disputes+involving+the+same+citizen%2C+business%2C+or+underlying+event%3F&question=Can+an+AI+reconstruct+a+network+of+related+disputes+involving+the+same+citizen%2C+business%2C+or+underlying+event%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-082#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-082&kind=question&dataset=Can+an+AI+reconstruct+a+network+of+related+disputes+involving+the+same+citizen%2C+business%2C+or+underlying+event%3F&question=Can+an+AI+reconstruct+a+network+of+related+disputes+involving+the+same+citizen%2C+business%2C+or+underlying+event%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-082#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-082","/assets/data/question-designs.v1.json#questions/law-082"],"keywords":["law","legal","dispute resolution","case journey","telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-083","sector":"legal","lens":"research","originalWording":"What types of disputes most often generate follow-on proceedings?","wording":"What types of disputes most often generate follow-on proceedings?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-083","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-083"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What types of disputes most often generate follow-on proceedings?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case-to-case relationship types and dates; stable citizen, business and household references; explicit links to underlying events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-083&kind=question&dataset=What+types+of+disputes+most+often+generate+follow-on+proceedings%3F&question=What+types+of+disputes+most+often+generate+follow-on+proceedings%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-083#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-083&kind=question&dataset=What+types+of+disputes+most+often+generate+follow-on+proceedings%3F&question=What+types+of+disputes+most+often+generate+follow-on+proceedings%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-083#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-083","/assets/data/question-designs.v1.json#questions/law-083"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-084","sector":"legal","lens":"research","originalWording":"How long after an original case does a related case emerge?","wording":"How long after an original case does a related case emerge?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-084","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-084"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How long after an original case does a related case emerge?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case-to-case relationship types and dates; stable citizen, business and household references; explicit links to underlying events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-084&kind=question&dataset=How+long+after+an+original+case+does+a+related+case+emerge%3F&question=How+long+after+an+original+case+does+a+related+case+emerge%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-084#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-084&kind=question&dataset=How+long+after+an+original+case+does+a+related+case+emerge%3F&question=How+long+after+an+original+case+does+a+related+case+emerge%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-084#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-084","/assets/data/question-designs.v1.json#questions/law-084"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-085","sector":"legal","lens":"ml","originalWording":"Can a model distinguish a reopening of the same case from the creation of a genuinely new related case?","wording":"Can a model distinguish a reopening of the same case from the creation of a genuinely new related case?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-085","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-085"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model distinguish a reopening of the same case from the creation of a genuinely new related case?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case-to-case relationship types and dates; stable citizen, business and household references; explicit links to underlying events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-085&kind=question&dataset=Can+a+model+distinguish+a+reopening+of+the+same+case+from+the+creation+of+a+genuinely+new+related+case%3F&question=Can+a+model+distinguish+a+reopening+of+the+same+case+from+the+creation+of+a+genuinely+new+related+case%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-085#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-085&kind=question&dataset=Can+a+model+distinguish+a+reopening+of+the+same+case+from+the+creation+of+a+genuinely+new+related+case%3F&question=Can+a+model+distinguish+a+reopening+of+the+same+case+from+the+creation+of+a+genuinely+new+related+case%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-085#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-085","/assets/data/question-designs.v1.json#questions/law-085"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-086","sector":"legal","lens":"research","originalWording":"How do dispute networks evolve around citizens, businesses, and households over time?","wording":"How do dispute networks evolve around citizens, businesses, and households over time?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-086","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-086"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do dispute networks evolve around citizens, businesses, and households over time?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Case-to-case relationship types and dates; stable citizen, business and household references; explicit links to underlying events.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-086&kind=question&dataset=How+do+dispute+networks+evolve+around+citizens%2C+businesses%2C+and+households+over+time%3F&question=How+do+dispute+networks+evolve+around+citizens%2C+businesses%2C+and+households+over+time%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-086#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-086&kind=question&dataset=How+do+dispute+networks+evolve+around+citizens%2C+businesses%2C+and+households+over+time%3F&question=How+do+dispute+networks+evolve+around+citizens%2C+businesses%2C+and+households+over+time%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-086#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-086","/assets/data/question-designs.v1.json#questions/law-086"],"keywords":["law","legal","dispute resolution","case journey","telecom","telecommunications","mobile","connectivity"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-087","sector":"legal","lens":"ai","originalWording":"Can an AI identify why a dispute was filed and cite the source-domain events that support that conclusion without inventing unsupported relationships?","wording":"Can an AI identify the explicitly recorded source-domain events linked to a dispute and cite that evidence without inferring unrecorded causes?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Both ask for grounded tracing to explicitly linked source-domain events. Removing the unverified causal wording in LAW-103 makes the common evidence task clear.","canonicalQuestionId":"law-087","duplicate":{"groupId":"law-source-event-grounding","kind":"editorially_confirmed_near_duplicate","memberIds":["law-087","law-103"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-087"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI identify the explicitly recorded source-domain events linked to a dispute and cite that evidence without inferring unrecorded causes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated source events and explicit relationship identifiers; resolution ordinals; evidence citations and reference answers distinguishing recorded, ambiguous and unsupported links.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-087&kind=question&dataset=Can+an+AI+identify+the+explicitly+recorded+source-domain+events+linked+to+a+dispute+and+cite+that+evidence+without+inferring+unrecorded+causes%3F&question=Can+an+AI+identify+the+explicitly+recorded+source-domain+events+linked+to+a+dispute+and+cite+that+evidence+without+inferring+unrecorded+causes%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-087#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Both ask for grounded tracing to explicitly linked source-domain events. Removing the unverified causal wording in LAW-103 makes the common evidence task clear."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-087&kind=question&dataset=Can+an+AI+identify+the+explicitly+recorded+source-domain+events+linked+to+a+dispute+and+cite+that+evidence+without+inferring+unrecorded+causes%3F&question=Can+an+AI+identify+the+explicitly+recorded+source-domain+events+linked+to+a+dispute+and+cite+that+evidence+without+inferring+unrecorded+causes%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-087#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-087","/assets/data/question-designs.v1.json#questions/law-087"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-088","sector":"legal","lens":"ai","originalWording":"Can an AI reconstruct the correct chronological journey of a dispute from heterogeneous legal records?","wording":"Can an AI reconstruct the observed dispute chronology from explicitly linked source evidence through the last recorded outcome, preserving missing events and dates?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"merge_reclassify","publicationReason":"All ask for full observed chronological reconstruction. \"Complete\" cannot imply unobserved events or a final outcome beyond the observation cutoff.","canonicalQuestionId":"law-009","duplicate":{"groupId":"law-complete-journey-grounding","kind":"editorially_confirmed_near_duplicate","memberIds":["law-009","law-088","law-128"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-088"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI reconstruct the observed dispute chronology from explicitly linked source evidence through the last recorded outcome, preserving missing events and dates?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated source events and explicit relationship identifiers; resolution ordinals; evidence citations and reference answers distinguishing recorded, ambiguous and unsupported links.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-088&kind=question&dataset=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&question=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-088#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"All ask for full observed chronological reconstruction. \"Complete\" cannot imply unobserved events or a final outcome beyond the observation cutoff."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-088&kind=question&dataset=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&question=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-088#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-088","/assets/data/question-designs.v1.json#questions/law-088"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-089","sector":"legal","lens":"ai","originalWording":"Can an AI identify the current case status and current resolution without confusing them with historical states?","wording":"Can an AI identify the current case status and current resolution without confusing them with historical states?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-089","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-089"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI identify the current case status and current resolution without confusing them with historical states?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated source events and explicit relationship identifiers; resolution ordinals; evidence citations and reference answers distinguishing recorded, ambiguous and unsupported links.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-089&kind=question&dataset=Can+an+AI+identify+the+current+case+status+and+current+resolution+without+confusing+them+with+historical+states%3F&question=Can+an+AI+identify+the+current+case+status+and+current+resolution+without+confusing+them+with+historical+states%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-089#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-089&kind=question&dataset=Can+an+AI+identify+the+current+case+status+and+current+resolution+without+confusing+them+with+historical+states%3F&question=Can+an+AI+identify+the+current+case+status+and+current+resolution+without+confusing+them+with+historical+states%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-089#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-089","/assets/data/question-designs.v1.json#questions/law-089"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-090","sector":"legal","lens":"ai","originalWording":"Can an AI distinguish an original resolution from a later resolution following reopening?","wording":"Can an AI distinguish an original resolution from a later resolution following reopening?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-090","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-090"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI distinguish an original resolution from a later resolution following reopening?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated source events and explicit relationship identifiers; resolution ordinals; evidence citations and reference answers distinguishing recorded, ambiguous and unsupported links.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-090&kind=question&dataset=Can+an+AI+distinguish+an+original+resolution+from+a+later+resolution+following+reopening%3F&question=Can+an+AI+distinguish+an+original+resolution+from+a+later+resolution+following+reopening%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-090#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-090&kind=question&dataset=Can+an+AI+distinguish+an+original+resolution+from+a+later+resolution+following+reopening%3F&question=Can+an+AI+distinguish+an+original+resolution+from+a+later+resolution+following+reopening%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-090#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-090","/assets/data/question-designs.v1.json#questions/law-090"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-091","sector":"legal","lens":"ai","originalWording":"Can an AI identify which remedy resulted from which resolution and cite the supporting records?","wording":"Can an AI identify which remedy resulted from which resolution and cite the supporting records?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-091","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-091"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI identify which remedy resulted from which resolution and cite the supporting records?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated source events and explicit relationship identifiers; resolution ordinals; evidence citations and reference answers distinguishing recorded, ambiguous and unsupported links.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-091&kind=question&dataset=Can+an+AI+identify+which+remedy+resulted+from+which+resolution+and+cite+the+supporting+records%3F&question=Can+an+AI+identify+which+remedy+resulted+from+which+resolution+and+cite+the+supporting+records%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-091#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-091&kind=question&dataset=Can+an+AI+identify+which+remedy+resulted+from+which+resolution+and+cite+the+supporting+records%3F&question=Can+an+AI+identify+which+remedy+resulted+from+which+resolution+and+cite+the+supporting+records%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-091#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-091","/assets/data/question-designs.v1.json#questions/law-091"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-092","sector":"legal","lens":"ai","originalWording":"Can an AI trace a monetary or non-monetary obligation back to the remedy and resolution that created it?","wording":"Can an AI trace a monetary or non-monetary obligation back to the remedy and resolution that created it?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-092","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-092"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI trace a monetary or non-monetary obligation back to the remedy and resolution that created it?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated source events and explicit relationship identifiers; resolution ordinals; evidence citations and reference answers distinguishing recorded, ambiguous and unsupported links.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-092&kind=question&dataset=Can+an+AI+trace+a+monetary+or+non-monetary+obligation+back+to+the+remedy+and+resolution+that+created+it%3F&question=Can+an+AI+trace+a+monetary+or+non-monetary+obligation+back+to+the+remedy+and+resolution+that+created+it%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-092#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-092&kind=question&dataset=Can+an+AI+trace+a+monetary+or+non-monetary+obligation+back+to+the+remedy+and+resolution+that+created+it%3F&question=Can+an+AI+trace+a+monetary+or+non-monetary+obligation+back+to+the+remedy+and+resolution+that+created+it%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-092#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-092","/assets/data/question-designs.v1.json#questions/law-092"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-093","sector":"legal","lens":"ai","originalWording":"Can an AI determine whether recorded compliance evidence applies to the current resolution or to a superseded historical resolution?","wording":"Can an AI identify whether recorded compliance evidence applies to the resolution operative at a specified date or to a superseded historical resolution?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Same resolution-specific grounded compliance attribution task. Explicit resolution IDs, stays, supersession and pending validation are required.","canonicalQuestionId":"law-093","duplicate":{"groupId":"law-resolution-specific-compliance-grounding","kind":"editorially_confirmed_near_duplicate","memberIds":["law-047","law-093"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-093"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI identify whether recorded compliance evidence applies to the resolution operative at a specified date or to a superseded historical resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated source events and explicit relationship identifiers; resolution ordinals; evidence citations and reference answers distinguishing recorded, ambiguous and unsupported links.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Cite dated events and explicit links; separate historical states and report missing relationships as insufficient evidence.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-093&kind=question&dataset=Can+an+AI+identify+whether+recorded+compliance+evidence+applies+to+the+resolution+operative+at+a+specified+date+or+to+a+superseded+historical+resolution%3F&question=Can+an+AI+identify+whether+recorded+compliance+evidence+applies+to+the+resolution+operative+at+a+specified+date+or+to+a+superseded+historical+resolution%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-093#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Same resolution-specific grounded compliance attribution task. Explicit resolution IDs, stays, supersession and pending validation are required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Cite dated events and explicit links; separate historical states and report missing relationships as insufficient evidence.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-093&kind=question&dataset=Can+an+AI+identify+whether+recorded+compliance+evidence+applies+to+the+resolution+operative+at+a+specified+date+or+to+a+superseded+historical+resolution%3F&question=Can+an+AI+identify+whether+recorded+compliance+evidence+applies+to+the+resolution+operative+at+a+specified+date+or+to+a+superseded+historical+resolution%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-093#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-093","/assets/data/question-designs.v1.json#questions/law-093"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-094","sector":"legal","lens":"research","originalWording":"What happens between an underlying dispute and its eventual resolution?","wording":"Which recorded procedural sequences occur between an explicitly linked underlying dispute event and its observed resolution?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"law-094","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-094"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which recorded procedural sequences occur between an explicitly linked underlying dispute event and its observed resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-094&kind=question&dataset=Which+recorded+procedural+sequences+occur+between+an+explicitly+linked+underlying+dispute+event+and+its+observed+resolution%3F&question=Which+recorded+procedural+sequences+occur+between+an+explicitly+linked+underlying+dispute+event+and+its+observed+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-094#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-094&kind=question&dataset=Which+recorded+procedural+sequences+occur+between+an+explicitly+linked+underlying+dispute+event+and+its+observed+resolution%3F&question=Which+recorded+procedural+sequences+occur+between+an+explicitly+linked+underlying+dispute+event+and+its+observed+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-094#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-094","/assets/data/question-designs.v1.json#questions/law-094"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-095","sector":"legal","lens":"research","originalWording":"How long after a dispute occurs do citizens formally file a case?","wording":"For cases with an explicitly linked underlying dispute event and filing date, how long is the recorded interval from that event to formal filing?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"All ask the same event-to-filing interval for citizens; singular/plural and shorter phrasing do not add a distinct measure.","canonicalQuestionId":"law-001","duplicate":{"groupId":"law-filing-delay","kind":"editorially_confirmed_near_duplicate","memberIds":["law-001","law-095","law-119"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-095"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"For cases with an explicitly linked underlying dispute event and filing date, how long is the recorded interval from that event to formal filing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-095&kind=question&dataset=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&question=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-095#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"All ask the same event-to-filing interval for citizens; singular/plural and shorter phrasing do not add a distinct measure."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-095&kind=question&dataset=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&question=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-095#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-095","/assets/data/question-designs.v1.json#questions/law-095"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-096","sector":"legal","lens":"research","originalWording":"What factors are associated with faster or slower dispute resolution?","wording":"What factors are associated with faster or slower dispute resolution?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-096","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-096"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What factors are associated with faster or slower dispute resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-096&kind=question&dataset=What+factors+are+associated+with+faster+or+slower+dispute+resolution%3F&question=What+factors+are+associated+with+faster+or+slower+dispute+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-096#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-096&kind=question&dataset=What+factors+are+associated+with+faster+or+slower+dispute+resolution%3F&question=What+factors+are+associated+with+faster+or+slower+dispute+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-096#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-096","/assets/data/question-designs.v1.json#questions/law-096"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-097","sector":"legal","lens":"ai","originalWording":"Can an AI predict the next event in a legal dispute journey?","wording":"Can an AI predict the next event in a legal dispute journey?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-097","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-097"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI predict the next event in a legal dispute journey?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-097&kind=question&dataset=Can+an+AI+predict+the+next+event+in+a+legal+dispute+journey%3F&question=Can+an+AI+predict+the+next+event+in+a+legal+dispute+journey%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-097#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-097&kind=question&dataset=Can+an+AI+predict+the+next+event+in+a+legal+dispute+journey%3F&question=Can+an+AI+predict+the+next+event+in+a+legal+dispute+journey%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-097#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-097","/assets/data/question-designs.v1.json#questions/law-097"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-098","sector":"legal","lens":"research","originalWording":"How do adjournments and no-shows affect case duration?","wording":"How are recorded adjournments and no-shows associated with case duration?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"law-098","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-098"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How are recorded adjournments and no-shows associated with case duration?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-098&kind=question&dataset=How+are+recorded+adjournments+and+no-shows+associated+with+case+duration%3F&question=How+are+recorded+adjournments+and+no-shows+associated+with+case+duration%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-098#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-098&kind=question&dataset=How+are+recorded+adjournments+and+no-shows+associated+with+case+duration%3F&question=How+are+recorded+adjournments+and+no-shows+associated+with+case+duration%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-098#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-098","/assets/data/question-designs.v1.json#questions/law-098"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-099","sector":"legal","lens":"research","originalWording":"Which disputes are most likely to be reopened after resolution?","wording":"Among initially resolved cases, what proportion are subsequently reopened within a defined follow-up period, and how does it vary by recorded dispute type?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Same research lens, case-resolution anchor and recorded reopening outcome. A common denominator and follow-up make the otherwise vague repeated question measurable.","canonicalQuestionId":"law-099","duplicate":{"groupId":"law-recorded-reopening","kind":"editorially_confirmed_near_duplicate","memberIds":["law-099","law-123"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-099"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Among initially resolved cases, what proportion are subsequently reopened within a defined follow-up period, and how does it vary by recorded dispute type?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-099&kind=question&dataset=Among+initially+resolved+cases%2C+what+proportion+are+subsequently+reopened+within+a+defined+follow-up+period%2C+and+how+does+it+vary+by+recorded+dispute+type%3F&question=Among+initially+resolved+cases%2C+what+proportion+are+subsequently+reopened+within+a+defined+follow-up+period%2C+and+how+does+it+vary+by+recorded+dispute+type%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-099#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Same research lens, case-resolution anchor and recorded reopening outcome. A common denominator and follow-up make the otherwise vague repeated question measurable."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-099&kind=question&dataset=Among+initially+resolved+cases%2C+what+proportion+are+subsequently+reopened+within+a+defined+follow-up+period%2C+and+how+does+it+vary+by+recorded+dispute+type%3F&question=Among+initially+resolved+cases%2C+what+proportion+are+subsequently+reopened+within+a+defined+follow-up+period%2C+and+how+does+it+vary+by+recorded+dispute+type%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-099#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-099","/assets/data/question-designs.v1.json#questions/law-099"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-100","sector":"legal","lens":"research","originalWording":"How does a reopened case differ from its original legal journey?","wording":"How does a reopened case differ from its original legal journey?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-100","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-100"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How does a reopened case differ from its original legal journey?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-100&kind=question&dataset=How+does+a+reopened+case+differ+from+its+original+legal+journey%3F&question=How+does+a+reopened+case+differ+from+its+original+legal+journey%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-100#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-100&kind=question&dataset=How+does+a+reopened+case+differ+from+its+original+legal+journey%3F&question=How+does+a+reopened+case+differ+from+its+original+legal+journey%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-100#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-100","/assets/data/question-designs.v1.json#questions/law-100"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-101","sector":"legal","lens":"research","originalWording":"What remedies arise from different dispute types and resolutions?","wording":"What remedies arise from different dispute types and resolutions?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-101","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-101"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What remedies arise from different dispute types and resolutions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-101&kind=question&dataset=What+remedies+arise+from+different+dispute+types+and+resolutions%3F&question=What+remedies+arise+from+different+dispute+types+and+resolutions%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-101#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-101&kind=question&dataset=What+remedies+arise+from+different+dispute+types+and+resolutions%3F&question=What+remedies+arise+from+different+dispute+types+and+resolutions%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-101#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-101","/assets/data/question-designs.v1.json#questions/law-101"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-102","sector":"legal","lens":"research","originalWording":"How do monetary obligations progress from award to final payment?","wording":"For explicitly linked monetary obligations, how do recorded balances and payments progress from the effective award to full payment within observed follow-up?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Same descriptive obligation/payment journey. Preserve award, obligation and payment links and do not conflate award dates with obligation effective dates.","canonicalQuestionId":"law-102","duplicate":{"groupId":"law-award-to-payment","kind":"editorially_confirmed_near_duplicate","memberIds":["law-102","law-126"],"role":"primary"},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-102"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"For explicitly linked monetary obligations, how do recorded balances and payments progress from the effective award to full payment within observed follow-up?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-102&kind=question&dataset=For+explicitly+linked+monetary+obligations%2C+how+do+recorded+balances+and+payments+progress+from+the+effective+award+to+full+payment+within+observed+follow-up%3F&question=For+explicitly+linked+monetary+obligations%2C+how+do+recorded+balances+and+payments+progress+from+the+effective+award+to+full+payment+within+observed+follow-up%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-102#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Same descriptive obligation/payment journey. Preserve award, obligation and payment links and do not conflate award dates with obligation effective dates."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-102&kind=question&dataset=For+explicitly+linked+monetary+obligations%2C+how+do+recorded+balances+and+payments+progress+from+the+effective+award+to+full+payment+within+observed+follow-up%3F&question=For+explicitly+linked+monetary+obligations%2C+how+do+recorded+balances+and+payments+progress+from+the+effective+award+to+full+payment+within+observed+follow-up%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-102#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-102","/assets/data/question-designs.v1.json#questions/law-102"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-103","sector":"legal","lens":"ai","originalWording":"Can an AI trace a legal dispute back to the employment, insurance, property, construction, or succession event that caused it?","wording":"Can an AI identify the explicitly recorded source-domain events linked to a dispute and cite that evidence without inferring unrecorded causes?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"merge_reclassify","publicationReason":"Both ask for grounded tracing to explicitly linked source-domain events. Removing the unverified causal wording in LAW-103 makes the common evidence task clear.","canonicalQuestionId":"law-087","duplicate":{"groupId":"law-source-event-grounding","kind":"editorially_confirmed_near_duplicate","memberIds":["law-087","law-103"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-103"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI identify the explicitly recorded source-domain events linked to a dispute and cite that evidence without inferring unrecorded causes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-103&kind=question&dataset=Can+an+AI+identify+the+explicitly+recorded+source-domain+events+linked+to+a+dispute+and+cite+that+evidence+without+inferring+unrecorded+causes%3F&question=Can+an+AI+identify+the+explicitly+recorded+source-domain+events+linked+to+a+dispute+and+cite+that+evidence+without+inferring+unrecorded+causes%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-103#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Both ask for grounded tracing to explicitly linked source-domain events. Removing the unverified causal wording in LAW-103 makes the common evidence task clear."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-103&kind=question&dataset=Can+an+AI+identify+the+explicitly+recorded+source-domain+events+linked+to+a+dispute+and+cite+that+evidence+without+inferring+unrecorded+causes%3F&question=Can+an+AI+identify+the+explicitly+recorded+source-domain+events+linked+to+a+dispute+and+cite+that+evidence+without+inferring+unrecorded+causes%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-103#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-103","/assets/data/question-designs.v1.json#questions/law-103"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-104","sector":"legal","lens":"ai","originalWording":"Can an AI distinguish historical legal outcomes from the current state of a case?","wording":"Can an AI distinguish historical resolutions from the recorded operative case state at a specified as-of date and cite the relevant events?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Same grounded-AI task, historical/current-state distinction and as-of-date target; no distinct population or measure is stated.","canonicalQuestionId":"law-104","duplicate":{"groupId":"law-historical-current-state","kind":"editorially_confirmed_near_duplicate","memberIds":["law-104","law-130"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-104"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI distinguish historical resolutions from the recorded operative case state at a specified as-of date and cite the relevant events?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-104&kind=question&dataset=Can+an+AI+distinguish+historical+resolutions+from+the+recorded+operative+case+state+at+a+specified+as-of+date+and+cite+the+relevant+events%3F&question=Can+an+AI+distinguish+historical+resolutions+from+the+recorded+operative+case+state+at+a+specified+as-of+date+and+cite+the+relevant+events%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-104#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Same grounded-AI task, historical/current-state distinction and as-of-date target; no distinct population or measure is stated."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-104&kind=question&dataset=Can+an+AI+distinguish+historical+resolutions+from+the+recorded+operative+case+state+at+a+specified+as-of+date+and+cite+the+relevant+events%3F&question=Can+an+AI+distinguish+historical+resolutions+from+the+recorded+operative+case+state+at+a+specified+as-of+date+and+cite+the+relevant+events%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-104#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-104","/assets/data/question-designs.v1.json#questions/law-104"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-105","sector":"legal","lens":"research","originalWording":"How are related disputes connected across citizens, businesses, and time?","wording":"How are explicitly linked disputes connected across recorded citizens, businesses and time?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"The texts differ only in punctuation and the Oxford comma, with identical research lens, scope and related-case network subject.","canonicalQuestionId":"law-105","duplicate":{"groupId":"law-related-network-description","kind":"punctuation_normalized_exact","memberIds":["law-105","law-131"],"role":"primary"},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-105"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How are explicitly linked disputes connected across recorded citizens, businesses and time?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-105&kind=question&dataset=How+are+explicitly+linked+disputes+connected+across+recorded+citizens%2C+businesses+and+time%3F&question=How+are+explicitly+linked+disputes+connected+across+recorded+citizens%2C+businesses+and+time%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-105#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"The texts differ only in punctuation and the Oxford comma, with identical research lens, scope and related-case network subject."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-105&kind=question&dataset=How+are+explicitly+linked+disputes+connected+across+recorded+citizens%2C+businesses+and+time%3F&question=How+are+explicitly+linked+disputes+connected+across+recorded+citizens%2C+businesses+and+time%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-105#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-105","/assets/data/question-designs.v1.json#questions/law-105"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-106","sector":"legal","lens":"ml","originalWording":"How accurately can a model predict the time from case filing to resolution using only information available at filing?","wording":"How accurately can a model predict the time from case filing to resolution using only information available at filing?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-106","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-106"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How accurately can a model predict the time from case filing to resolution using only information available at filing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-106&kind=question&dataset=How+accurately+can+a+model+predict+the+time+from+case+filing+to+resolution+using+only+information+available+at+filing%3F&question=How+accurately+can+a+model+predict+the+time+from+case+filing+to+resolution+using+only+information+available+at+filing%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-106#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-106&kind=question&dataset=How+accurately+can+a+model+predict+the+time+from+case+filing+to+resolution+using+only+information+available+at+filing%3F&question=How+accurately+can+a+model+predict+the+time+from+case+filing+to+resolution+using+only+information+available+at+filing%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-106#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-106","/assets/data/question-designs.v1.json#questions/law-106"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-107","sector":"legal","lens":"ml","originalWording":"Can a model predict the recorded resolution type from the case history available at an agreed prediction date?","wording":"Can a model predict the recorded resolution type from the case history available at an agreed prediction date?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-107","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-107"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict the recorded resolution type from the case history available at an agreed prediction date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-107&kind=question&dataset=Can+a+model+predict+the+recorded+resolution+type+from+the+case+history+available+at+an+agreed+prediction+date%3F&question=Can+a+model+predict+the+recorded+resolution+type+from+the+case+history+available+at+an+agreed+prediction+date%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-107#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-107&kind=question&dataset=Can+a+model+predict+the+recorded+resolution+type+from+the+case+history+available+at+an+agreed+prediction+date%3F&question=Can+a+model+predict+the+recorded+resolution+type+from+the+case+history+available+at+an+agreed+prediction+date%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-107#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-107","/assets/data/question-designs.v1.json#questions/law-107"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-108","sector":"legal","lens":"ml","originalWording":"Can a model predict whether a case will be reopened within a defined period after its first resolution?","wording":"Can a model predict recorded reopening within an agreed period after first resolution using only information available at that resolution?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Both are reopening prediction tasks anchored at first resolution. The horizon, feature cutoff and censoring must be made explicit; these remain separate from descriptive reopening research.","canonicalQuestionId":"law-108","duplicate":{"groupId":"law-reopening-prediction","kind":"editorially_confirmed_near_duplicate","memberIds":["law-030","law-108"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-108"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict recorded reopening within an agreed period after first resolution using only information available at that resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-108&kind=question&dataset=Can+a+model+predict+recorded+reopening+within+an+agreed+period+after+first+resolution+using+only+information+available+at+that+resolution%3F&question=Can+a+model+predict+recorded+reopening+within+an+agreed+period+after+first+resolution+using+only+information+available+at+that+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-108#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Both are reopening prediction tasks anchored at first resolution. The horizon, feature cutoff and censoring must be made explicit; these remain separate from descriptive reopening research."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-108&kind=question&dataset=Can+a+model+predict+recorded+reopening+within+an+agreed+period+after+first+resolution+using+only+information+available+at+that+resolution%3F&question=Can+a+model+predict+recorded+reopening+within+an+agreed+period+after+first+resolution+using+only+information+available+at+that+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-108#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-108","/assets/data/question-designs.v1.json#questions/law-108"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-109","sector":"legal","lens":"ml","originalWording":"Can a model predict whether professional representation will be recorded by an agreed stage of a case?","wording":"Can a model predict whether professional representation will be recorded by an agreed stage of a case?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-109","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-109"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict whether professional representation will be recorded by an agreed stage of a case?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-109&kind=question&dataset=Can+a+model+predict+whether+professional+representation+will+be+recorded+by+an+agreed+stage+of+a+case%3F&question=Can+a+model+predict+whether+professional+representation+will+be+recorded+by+an+agreed+stage+of+a+case%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-109#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-109&kind=question&dataset=Can+a+model+predict+whether+professional+representation+will+be+recorded+by+an+agreed+stage+of+a+case%3F&question=Can+a+model+predict+whether+professional+representation+will+be+recorded+by+an+agreed+stage+of+a+case%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-109#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-109","/assets/data/question-designs.v1.json#questions/law-109"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-110","sector":"legal","lens":"ml","originalWording":"Can a model predict the outcome of the next scheduled session using only prior procedural records?","wording":"Can a model predict the recorded outcome of the next scheduled session using only earlier procedural records, retaining held, adjourned, cancelled and no-show outcomes?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Same next-scheduled-session outcome with prior records; keep session-outcome prediction separate from general next-event prediction.","canonicalQuestionId":"law-110","duplicate":{"groupId":"law-next-session-outcome","kind":"editorially_confirmed_near_duplicate","memberIds":["law-022","law-110"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-110"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict the recorded outcome of the next scheduled session using only earlier procedural records, retaining held, adjourned, cancelled and no-show outcomes?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-110&kind=question&dataset=Can+a+model+predict+the+recorded+outcome+of+the+next+scheduled+session+using+only+earlier+procedural+records%2C+retaining+held%2C+adjourned%2C+cancelled+and+no-show+outcomes%3F&question=Can+a+model+predict+the+recorded+outcome+of+the+next+scheduled+session+using+only+earlier+procedural+records%2C+retaining+held%2C+adjourned%2C+cancelled+and+no-show+outcomes%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-110#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Same next-scheduled-session outcome with prior records; keep session-outcome prediction separate from general next-event prediction."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-110&kind=question&dataset=Can+a+model+predict+the+recorded+outcome+of+the+next+scheduled+session+using+only+earlier+procedural+records%2C+retaining+held%2C+adjourned%2C+cancelled+and+no-show+outcomes%3F&question=Can+a+model+predict+the+recorded+outcome+of+the+next+scheduled+session+using+only+earlier+procedural+records%2C+retaining+held%2C+adjourned%2C+cancelled+and+no-show+outcomes%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-110#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-110","/assets/data/question-designs.v1.json#questions/law-110"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-111","sector":"legal","lens":"ml","originalWording":"Can a model predict recorded case abandonment within a defined follow-up period?","wording":"Can a model predict recorded case abandonment within a defined follow-up period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-111","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-111"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict recorded case abandonment within a defined follow-up period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-111&kind=question&dataset=Can+a+model+predict+recorded+case+abandonment+within+a+defined+follow-up+period%3F&question=Can+a+model+predict+recorded+case+abandonment+within+a+defined+follow-up+period%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-111#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-111&kind=question&dataset=Can+a+model+predict+recorded+case+abandonment+within+a+defined+follow-up+period%3F&question=Can+a+model+predict+recorded+case+abandonment+within+a+defined+follow-up+period%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-111#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-111","/assets/data/question-designs.v1.json#questions/law-111"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-112","sector":"legal","lens":"ml","originalWording":"Can a model predict the type or combination of remedies recorded at resolution?","wording":"Can a model predict the type or combination of remedies recorded at resolution?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-112","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-112"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict the type or combination of remedies recorded at resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-112&kind=question&dataset=Can+a+model+predict+the+type+or+combination+of+remedies+recorded+at+resolution%3F&question=Can+a+model+predict+the+type+or+combination+of+remedies+recorded+at+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-112#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-112&kind=question&dataset=Can+a+model+predict+the+type+or+combination+of+remedies+recorded+at+resolution%3F&question=Can+a+model+predict+the+type+or+combination+of+remedies+recorded+at+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-112#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-112","/assets/data/question-designs.v1.json#questions/law-112"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-113","sector":"legal","lens":"ml","originalWording":"Can a model predict whether a resolution will include a monetary remedy?","wording":"Can a model predict whether a resolution will include a monetary remedy?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-113","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-113"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict whether a resolution will include a monetary remedy?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-113&kind=question&dataset=Can+a+model+predict+whether+a+resolution+will+include+a+monetary+remedy%3F&question=Can+a+model+predict+whether+a+resolution+will+include+a+monetary+remedy%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-113#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-113&kind=question&dataset=Can+a+model+predict+whether+a+resolution+will+include+a+monetary+remedy%3F&question=Can+a+model+predict+whether+a+resolution+will+include+a+monetary+remedy%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-113#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-113","/assets/data/question-designs.v1.json#questions/law-113"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-114","sector":"legal","lens":"ml","originalWording":"Can a model predict whether enforcement will be required within a defined period after resolution?","wording":"Can a model predict recorded enforcement within an agreed period after resolution using only the case history available at resolution?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Both are prospective enforcement prediction at resolution. Existing repair-validation and city-specific recertification restrictions remain mandatory.","canonicalQuestionId":"law-114","duplicate":{"groupId":"law-enforcement-prediction","kind":"editorially_confirmed_near_duplicate","memberIds":["law-048","law-114"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-114"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict recorded enforcement within an agreed period after resolution using only the case history available at resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-114&kind=question&dataset=Can+a+model+predict+recorded+enforcement+within+an+agreed+period+after+resolution+using+only+the+case+history+available+at+resolution%3F&question=Can+a+model+predict+recorded+enforcement+within+an+agreed+period+after+resolution+using+only+the+case+history+available+at+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-114#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Both are prospective enforcement prediction at resolution. Existing repair-validation and city-specific recertification restrictions remain mandatory."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-114&kind=question&dataset=Can+a+model+predict+recorded+enforcement+within+an+agreed+period+after+resolution+using+only+the+case+history+available+at+resolution%3F&question=Can+a+model+predict+recorded+enforcement+within+an+agreed+period+after+resolution+using+only+the+case+history+available+at+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-114#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-114","/assets/data/question-designs.v1.json#questions/law-114"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-115","sector":"legal","lens":"ml","originalWording":"Can a model predict the recorded compliance status at a defined checkpoint for the current resolution?","wording":"Can a model predict the recorded compliance status at a defined checkpoint for the current resolution?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-115","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-115"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict the recorded compliance status at a defined checkpoint for the current resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-115&kind=question&dataset=Can+a+model+predict+the+recorded+compliance+status+at+a+defined+checkpoint+for+the+current+resolution%3F&question=Can+a+model+predict+the+recorded+compliance+status+at+a+defined+checkpoint+for+the+current+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-115#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-115&kind=question&dataset=Can+a+model+predict+the+recorded+compliance+status+at+a+defined+checkpoint+for+the+current+resolution%3F&question=Can+a+model+predict+the+recorded+compliance+status+at+a+defined+checkpoint+for+the+current+resolution%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-115#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-115","/assets/data/question-designs.v1.json#questions/law-115"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-116","sector":"legal","lens":"ml","originalWording":"Can a model predict the next canonical legal event from the observed case sequence?","wording":"Can a model predict the next recorded canonical procedural event from the case sequence available at an agreed as-of date?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"All are ML next-event tasks on the same observed case sequence with no distinct event taxonomy specified. Agree a canonical procedural taxonomy before treating the aliases as equivalent.","canonicalQuestionId":"law-116","duplicate":{"groupId":"law-next-procedural-event-prediction","kind":"editorially_confirmed_near_duplicate","memberIds":["law-015","law-116","law-129"],"role":"primary"},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-116"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict the next recorded canonical procedural event from the case sequence available at an agreed as-of date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-116&kind=question&dataset=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&question=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-116#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"All are ML next-event tasks on the same observed case sequence with no distinct event taxonomy specified. Agree a canonical procedural taxonomy before treating the aliases as equivalent."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-116&kind=question&dataset=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&question=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-116#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-116","/assets/data/question-designs.v1.json#questions/law-116"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-117","sector":"legal","lens":"ml","originalWording":"Can a survival model estimate time to resolution while retaining cases that remain unresolved at the observation cutoff?","wording":"Can a survival model estimate time to resolution while retaining cases that remain unresolved at the observation cutoff?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-117","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-117"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a survival model estimate time to resolution while retaining cases that remain unresolved at the observation cutoff?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-117&kind=question&dataset=Can+a+survival+model+estimate+time+to+resolution+while+retaining+cases+that+remain+unresolved+at+the+observation+cutoff%3F&question=Can+a+survival+model+estimate+time+to+resolution+while+retaining+cases+that+remain+unresolved+at+the+observation+cutoff%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-117#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-117&kind=question&dataset=Can+a+survival+model+estimate+time+to+resolution+while+retaining+cases+that+remain+unresolved+at+the+observation+cutoff%3F&question=Can+a+survival+model+estimate+time+to+resolution+while+retaining+cases+that+remain+unresolved+at+the+observation+cutoff%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-117#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-117","/assets/data/question-designs.v1.json#questions/law-117"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-118","sector":"legal","lens":"ml","originalWording":"Can a model predict whether a follow-on case will appear within a defined period?","wording":"Can a model predict whether a follow-on case will appear within a defined period?","wordingChanged":false,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-118","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-118"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict whether a follow-on case will appear within a defined period?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Agreed prediction date, target and horizon; features observable by that date; outcome timestamps; censoring indicators; case-grouped temporal train/test splits.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-118&kind=question&dataset=Can+a+model+predict+whether+a+follow-on+case+will+appear+within+a+defined+period%3F&question=Can+a+model+predict+whether+a+follow-on+case+will+appear+within+a+defined+period%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-118#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-118&kind=question&dataset=Can+a+model+predict+whether+a+follow-on+case+will+appear+within+a+defined+period%3F&question=Can+a+model+predict+whether+a+follow-on+case+will+appear+within+a+defined+period%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-118#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-118","/assets/data/question-designs.v1.json#questions/law-118"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-119","sector":"legal","lens":"research","originalWording":"How long after a dispute occurs does a citizen formally file a case?","wording":"For cases with an explicitly linked underlying dispute event and filing date, how long is the recorded interval from that event to formal filing?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"All ask the same event-to-filing interval for citizens; singular/plural and shorter phrasing do not add a distinct measure.","canonicalQuestionId":"law-001","duplicate":{"groupId":"law-filing-delay","kind":"editorially_confirmed_near_duplicate","memberIds":["law-001","law-095","law-119"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-119"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"For cases with an explicitly linked underlying dispute event and filing date, how long is the recorded interval from that event to formal filing?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-119&kind=question&dataset=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&question=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-119#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"All ask the same event-to-filing interval for citizens; singular/plural and shorter phrasing do not add a distinct measure."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-119&kind=question&dataset=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&question=For+cases+with+an+explicitly+linked+underlying+dispute+event+and+filing+date%2C+how+long+is+the+recorded+interval+from+that+event+to+formal+filing%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-119#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-119","/assets/data/question-designs.v1.json#questions/law-119"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-120","sector":"legal","lens":"research","originalWording":"Which dispute types take the longest to resolve?","wording":"Which dispute types take the longest to resolve?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-120","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-120"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Which dispute types take the longest to resolve?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-120&kind=question&dataset=Which+dispute+types+take+the+longest+to+resolve%3F&question=Which+dispute+types+take+the+longest+to+resolve%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-120#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-120&kind=question&dataset=Which+dispute+types+take+the+longest+to+resolve%3F&question=Which+dispute+types+take+the+longest+to+resolve%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-120#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-120","/assets/data/question-designs.v1.json#questions/law-120"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-121","sector":"legal","lens":"research","originalWording":"What procedural pathways lead to faster or slower resolution?","wording":"What procedural pathways lead to faster or slower resolution?","wordingChanged":false,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-121","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-121"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"What procedural pathways lead to faster or slower resolution?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-121&kind=question&dataset=What+procedural+pathways+lead+to+faster+or+slower+resolution%3F&question=What+procedural+pathways+lead+to+faster+or+slower+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-121#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-121&kind=question&dataset=What+procedural+pathways+lead+to+faster+or+slower+resolution%3F&question=What+procedural+pathways+lead+to+faster+or+slower+resolution%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-121#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-121","/assets/data/question-designs.v1.json#questions/law-121"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-122","sector":"legal","lens":"research","originalWording":"How do adjournments, cancellations and no-shows affect case duration?","wording":"How are recorded adjournments, cancellations and no-shows associated with case duration?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"law-122","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-122"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How are recorded adjournments, cancellations and no-shows associated with case duration?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-122&kind=question&dataset=How+are+recorded+adjournments%2C+cancellations+and+no-shows+associated+with+case+duration%3F&question=How+are+recorded+adjournments%2C+cancellations+and+no-shows+associated+with+case+duration%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-122#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-122&kind=question&dataset=How+are+recorded+adjournments%2C+cancellations+and+no-shows+associated+with+case+duration%3F&question=How+are+recorded+adjournments%2C+cancellations+and+no-shows+associated+with+case+duration%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-122#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-122","/assets/data/question-designs.v1.json#questions/law-122"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-123","sector":"legal","lens":"research","originalWording":"Which cases are reopened after an initial resolution?","wording":"Among initially resolved cases, what proportion are subsequently reopened within a defined follow-up period, and how does it vary by recorded dispute type?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Same research lens, case-resolution anchor and recorded reopening outcome. A common denominator and follow-up make the otherwise vague repeated question measurable.","canonicalQuestionId":"law-099","duplicate":{"groupId":"law-recorded-reopening","kind":"editorially_confirmed_near_duplicate","memberIds":["law-099","law-123"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-123"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Among initially resolved cases, what proportion are subsequently reopened within a defined follow-up period, and how does it vary by recorded dispute type?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-123&kind=question&dataset=Among+initially+resolved+cases%2C+what+proportion+are+subsequently+reopened+within+a+defined+follow-up+period%2C+and+how+does+it+vary+by+recorded+dispute+type%3F&question=Among+initially+resolved+cases%2C+what+proportion+are+subsequently+reopened+within+a+defined+follow-up+period%2C+and+how+does+it+vary+by+recorded+dispute+type%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-123#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Same research lens, case-resolution anchor and recorded reopening outcome. A common denominator and follow-up make the otherwise vague repeated question measurable."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-123&kind=question&dataset=Among+initially+resolved+cases%2C+what+proportion+are+subsequently+reopened+within+a+defined+follow-up+period%2C+and+how+does+it+vary+by+recorded+dispute+type%3F&question=Among+initially+resolved+cases%2C+what+proportion+are+subsequently+reopened+within+a+defined+follow-up+period%2C+and+how+does+it+vary+by+recorded+dispute+type%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-123#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-123","/assets/data/question-designs.v1.json#questions/law-123"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-124","sector":"legal","lens":"research","originalWording":"How does a second resolution differ from the first?","wording":"Among reopened cases with explicitly linked first and second resolutions, how do recorded outcomes and remedies differ between the two resolutions?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Both compare the same first/second-resolution pair; preserve cases with missing second resolution as incomplete evidence.","canonicalQuestionId":"law-028","duplicate":{"groupId":"law-second-resolution","kind":"editorially_confirmed_near_duplicate","memberIds":["law-028","law-124"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-124"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Among reopened cases with explicitly linked first and second resolutions, how do recorded outcomes and remedies differ between the two resolutions?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-124&kind=question&dataset=Among+reopened+cases+with+explicitly+linked+first+and+second+resolutions%2C+how+do+recorded+outcomes+and+remedies+differ+between+the+two+resolutions%3F&question=Among+reopened+cases+with+explicitly+linked+first+and+second+resolutions%2C+how+do+recorded+outcomes+and+remedies+differ+between+the+two+resolutions%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-124#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Both compare the same first/second-resolution pair; preserve cases with missing second resolution as incomplete evidence."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-124&kind=question&dataset=Among+reopened+cases+with+explicitly+linked+first+and+second+resolutions%2C+how+do+recorded+outcomes+and+remedies+differ+between+the+two+resolutions%3F&question=Among+reopened+cases+with+explicitly+linked+first+and+second+resolutions%2C+how+do+recorded+outcomes+and+remedies+differ+between+the+two+resolutions%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-124#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-124","/assets/data/question-designs.v1.json#questions/law-124"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-125","sector":"legal","lens":"research","originalWording":"What remedies arise from different dispute types?","wording":"How do recorded remedy types vary across dispute categories among cases with linked resolution and remedy records?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Same dispute-category/remedy distribution. LAW-101 also includes resolution categories and stays separate rather than silently losing that dimension.","canonicalQuestionId":"law-032","duplicate":{"groupId":"law-remedies-by-dispute-type","kind":"editorially_confirmed_near_duplicate","memberIds":["law-032","law-125"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"general-19","status":"proposed_scope_association","reason":"Recorded case chronology and resolution-route comparison are topically aligned; the proposed study still needs exact case eligibility, fields and observation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-125"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How do recorded remedy types vary across dispute categories among cases with linked resolution and remedy records?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-125&kind=question&dataset=How+do+recorded+remedy+types+vary+across+dispute+categories+among+cases+with+linked+resolution+and+remedy+records%3F&question=How+do+recorded+remedy+types+vary+across+dispute+categories+among+cases+with+linked+resolution+and+remedy+records%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-125#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Same dispute-category/remedy distribution. LAW-101 also includes resolution categories and stays separate rather than silently losing that dimension."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-125&kind=question&dataset=How+do+recorded+remedy+types+vary+across+dispute+categories+among+cases+with+linked+resolution+and+remedy+records%3F&question=How+do+recorded+remedy+types+vary+across+dispute+categories+among+cases+with+linked+resolution+and+remedy+records%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-125#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-125","/assets/data/question-designs.v1.json#questions/law-125"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-126","sector":"legal","lens":"research","originalWording":"How do monetary obligations progress from award to payment?","wording":"For explicitly linked monetary obligations, how do recorded balances and payments progress from the effective award to full payment within observed follow-up?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"Same descriptive obligation/payment journey. Preserve award, obligation and payment links and do not conflate award dates with obligation effective dates.","canonicalQuestionId":"law-102","duplicate":{"groupId":"law-award-to-payment","kind":"editorially_confirmed_near_duplicate","memberIds":["law-102","law-126"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-126"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"For explicitly linked monetary obligations, how do recorded balances and payments progress from the effective award to full payment within observed follow-up?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-126&kind=question&dataset=For+explicitly+linked+monetary+obligations%2C+how+do+recorded+balances+and+payments+progress+from+the+effective+award+to+full+payment+within+observed+follow-up%3F&question=For+explicitly+linked+monetary+obligations%2C+how+do+recorded+balances+and+payments+progress+from+the+effective+award+to+full+payment+within+observed+follow-up%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-126#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Same descriptive obligation/payment journey. Preserve award, obligation and payment links and do not conflate award dates with obligation effective dates."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-126&kind=question&dataset=For+explicitly+linked+monetary+obligations%2C+how+do+recorded+balances+and+payments+progress+from+the+effective+award+to+full+payment+within+observed+follow-up%3F&question=For+explicitly+linked+monetary+obligations%2C+how+do+recorded+balances+and+payments+progress+from+the+effective+award+to+full+payment+within+observed+follow-up%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-126#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-126","/assets/data/question-designs.v1.json#questions/law-126"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-127","sector":"legal","lens":"research","originalWording":"What factors are associated with enforcement and compliance?","wording":"Which recorded obligation characteristics precede enforcement, and how do compliance outcomes vary across defined checkpoints?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"law-127","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Obligations linked to eligible case resolutions, with declared effective intervals and observable compliance checkpoints.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"unit":{"definition":"Resolution-linked obligation at a defined compliance checkpoint","status":"proposed_requirement","basis":"targeted_audit_requirement"},"outcome":{"definition":"Checkpoint-specific compliance status and subsequent enforcement, using recorded obligation characteristics available before that checkpoint.","status":"proposed_requirement","basis":"targeted_audit_requirement","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Obligation effective/due date or a predeclared compliance checkpoint; no future state substituted.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Dated resolution, remedy and obligation identities","status":"required_unverified_for_question"},{"concept":"Obligation effective state and due dates","status":"required_unverified_for_question"},{"concept":"Compliance checkpoint dates, outcomes and evidence","status":"required_unverified_for_question"},{"concept":"Enforcement action dates, effects and outcomes","status":"required_unverified_for_question"},{"concept":"Repair validation report and city-specific recertification","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Obligations whose effective resolution, status and subsequent recorded compliance or enforcement can be explicitly linked.","unit":"Recorded resolution-linked obligation at an agreed checkpoint","anchor":"Effective obligation date and predeclared compliance checkpoints; use evidence available at each checkpoint.","measure":"Recorded compliance categories and subsequent enforcement, preserving unknown outcomes and incomplete follow-up."},"cityReadiness":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association.","Compliance/enforcement repair validation and city-specific recertification remain outstanding. Scope enquiry only."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Recorded compliance categories and subsequent enforcement, preserving unknown outcomes and incomplete follow-up."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Obligations whose effective resolution, status and subsequent recorded compliance or enforcement can be explicitly linked."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Effective obligation date and predeclared compliance checkpoints; use evidence available at each checkpoint."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-127&kind=question&dataset=Which+recorded+obligation+characteristics+precede+enforcement%2C+and+how+do+compliance+outcomes+vary+across+defined+checkpoints%3F&question=Which+recorded+obligation+characteristics+precede+enforcement%2C+and+how+do+compliance+outcomes+vary+across+defined+checkpoints%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-127#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"},"lagos":{"status":"awaiting_repair_validation","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Scope discussion only. Repair validation and city-specific recertification are required before this question can be promoted; question certification and paid-extract verification remain false.","validationRestriction":"Awaiting validation"}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Scope enquiry only: compliance and enforcement await repair validation and city recertification. Use dated knowledge, retain incomplete follow-up and historical states. Synthetic associations do not establish causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association.","Compliance/enforcement repair validation and city-specific recertification remain outstanding. Scope enquiry only."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-127&kind=question&dataset=Which+recorded+obligation+characteristics+precede+enforcement%2C+and+how+do+compliance+outcomes+vary+across+defined+checkpoints%3F&question=Which+recorded+obligation+characteristics+precede+enforcement%2C+and+how+do+compliance+outcomes+vary+across+defined+checkpoints%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-127#contactForm","existingValidationRestriction":"Awaiting validation","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-127","/assets/data/question-designs.v1.json#questions/law-127"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-128","sector":"legal","lens":"ai","originalWording":"Can an AI reconstruct the complete legal journey from source evidence?","wording":"Can an AI reconstruct the observed dispute chronology from explicitly linked source evidence through the last recorded outcome, preserving missing events and dates?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"merge_reclassify","publicationReason":"All ask for full observed chronological reconstruction. \"Complete\" cannot imply unobserved events or a final outcome beyond the observation cutoff.","canonicalQuestionId":"law-009","duplicate":{"groupId":"law-complete-journey-grounding","kind":"editorially_confirmed_near_duplicate","memberIds":["law-009","law-088","law-128"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-128"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI reconstruct the observed dispute chronology from explicitly linked source evidence through the last recorded outcome, preserving missing events and dates?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-128&kind=question&dataset=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&question=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-128#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"All ask for full observed chronological reconstruction. \"Complete\" cannot imply unobserved events or a final outcome beyond the observation cutoff."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-128&kind=question&dataset=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&question=Can+an+AI+reconstruct+the+observed+dispute+chronology+from+explicitly+linked+source+evidence+through+the+last+recorded+outcome%2C+preserving+missing+events+and+dates%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-128#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-128","/assets/data/question-designs.v1.json#questions/law-128"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-129","sector":"legal","lens":"ml","originalWording":"Can a model predict the next event in a dispute?","wording":"Can a model predict the next recorded canonical procedural event from the case sequence available at an agreed as-of date?","wordingChanged":true,"studyType":"research","analyticalType":"predictive_research_design","publicationDecision":"merge_reclassify","publicationReason":"All are ML next-event tasks on the same observed case sequence with no distinct event taxonomy specified. Agree a canonical procedural taxonomy before treating the aliases as equivalent.","canonicalQuestionId":"law-116","duplicate":{"groupId":"law-next-procedural-event-prediction","kind":"editorially_confirmed_near_duplicate","memberIds":["law-015","law-116","law-129"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ml-20","status":"proposed_scope_association","reason":"Recorded case prediction is topically aligned; the selected appeal package and this prediction task still require exact population, labels and pre-outcome feature validation.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ml-20","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-129"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can a model predict the next recorded canonical procedural event from the case sequence available at an agreed as-of date?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Predeclared prediction snapshot before the outcome window, tied to the event identified in this question.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-129&kind=question&dataset=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&question=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-129#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"All are ML next-event tasks on the same observed case sequence with no distinct event taxonomy specified. Agree a canonical procedural taxonomy before treating the aliases as equivalent."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Dated task, split, baseline and actual performance evidence are not verified for this question.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-129&kind=question&dataset=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&question=Can+a+model+predict+the+next+recorded+canonical+procedural+event+from+the+case+sequence+available+at+an+agreed+as-of+date%3F&domains=Legal%2C+Contracts%2C+Business%2C+Construction&source=%2Fresearch-datasets%2Flaw-129#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-129","/assets/data/question-designs.v1.json#questions/law-129"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-130","sector":"legal","lens":"ai","originalWording":"Can an AI distinguish historical resolutions from the current state of a case?","wording":"Can an AI distinguish historical resolutions from the recorded operative case state at a specified as-of date and cite the relevant events?","wordingChanged":true,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"merge_reclassify","publicationReason":"Same grounded-AI task, historical/current-state distinction and as-of-date target; no distinct population or measure is stated.","canonicalQuestionId":"law-104","duplicate":{"groupId":"law-historical-current-state","kind":"editorially_confirmed_near_duplicate","memberIds":["law-104","law-130"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-130"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"Can an AI distinguish historical resolutions from the recorded operative case state at a specified as-of date and cite the relevant events?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Requested answer date and evidence availability cutoff for the declared corpus.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-130&kind=question&dataset=Can+an+AI+distinguish+historical+resolutions+from+the+recorded+operative+case+state+at+a+specified+as-of+date+and+cite+the+relevant+events%3F&question=Can+an+AI+distinguish+historical+resolutions+from+the+recorded+operative+case+state+at+a+specified+as-of+date+and+cite+the+relevant+events%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-130#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"Same grounded-AI task, historical/current-state distinction and as-of-date target; no distinct population or measure is stated."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Cite dated events and explicit links. Separate historical and current case states. Report insufficient evidence when relationships are missing.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-130&kind=question&dataset=Can+an+AI+distinguish+historical+resolutions+from+the+recorded+operative+case+state+at+a+specified+as-of+date+and+cite+the+relevant+events%3F&question=Can+an+AI+distinguish+historical+resolutions+from+the+recorded+operative+case+state+at+a+specified+as-of+date+and+cite+the+relevant+events%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-130#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-130","/assets/data/question-designs.v1.json#questions/law-130"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-131","sector":"legal","lens":"research","originalWording":"How are related disputes connected across citizens, businesses and time?","wording":"How are explicitly linked disputes connected across recorded citizens, businesses and time?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_descriptive","publicationDecision":"merge_reclassify","publicationReason":"The texts differ only in punctuation and the Oxford comma, with identical research lens, scope and related-case network subject.","canonicalQuestionId":"law-105","duplicate":{"groupId":"law-related-network-description","kind":"punctuation_normalized_exact","memberIds":["law-105","law-131"],"role":"stable_id_alias"},"existingProducts":[],"proposedAssociations":[],"pricingBasis":{"productId":"general-18","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","status":"proposed_requirement","basis":"/assets/data/question-designs.v1.json#questions/law-131"},"unit":{"definition":"Case, resolution/obligation episode, linked-case pair or grounded question.","status":"proposed_requirement","basis":"sector_scoped_requirement"},"outcome":{"definition":"How are explicitly linked disputes connected across recorded citizens, businesses and time?","status":"proposed_requirement","basis":"buyer_question_requires_operational_measure","operationalMeasureDefined":false,"measureDefinitionRequired":"Define the numerical outcome/task scoring rule, numerator/denominator, categories, units and comparison that answer this exact question."},"anchor":{"definition":"Start/end of a declared comparable observation interval; event-time anchor where a before/after comparison is requested.","status":"proposed_requirement","basis":"proposed_event_or_observation_anchor"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Linked dispute, filing, procedure, resolution, remedy and related-case histories; explicit source-domain links; point-in-time context.","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}},"evidenceGaps":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-131&kind=question&dataset=How+are+explicitly+linked+disputes+connected+across+recorded+citizens%2C+businesses+and+time%3F&question=How+are+explicitly+linked+disputes+connected+across+recorded+citizens%2C+businesses+and+time%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-131#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"Confirm question-specific population, field mappings, joins, observation scope, method and validation for this city."}}},{"criterion":"Distinct wording and supported interpretation","status":"merged_alias","detail":"The texts differ only in punctuation and the Oxford comma, with identical research lens, scope and related-case network subject."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["Exact operational measure/scoring rule remains to be agreed.","No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Use records available at the observation date. Retain incomplete follow-up and historical case states. Synthetic associations do not establish real-world causality.","No verified paid-release schema or benchmark artifacts are established by catalogue association."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-131&kind=question&dataset=How+are+explicitly+linked+disputes+connected+across+recorded+citizens%2C+businesses+and+time%3F&question=How+are+explicitly+linked+disputes+connected+across+recorded+citizens%2C+businesses+and+time%3F&domains=Construction%2C+Finance%2C+Business%2C+Legal&source=%2Fresearch-datasets%2Flaw-131#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#law-131","/assets/data/question-designs.v1.json#questions/law-131"],"keywords":["law","legal","dispute resolution","case journey"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"law-appeals-operative","sector":"legal","lens":"ai","originalWording":"Can an AI follow a legal dispute through resolution, compliance, enforcement and appeal — and determine which obligations are still legally operative?","wording":"Can an AI follow a legal dispute through resolution, compliance, enforcement and appeal — and determine which obligations are still legally operative?","wordingChanged":false,"studyType":"research","analyticalType":"grounded_ai_evaluation","publicationDecision":"conditional_custom_scope","publicationReason":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required.","canonicalQuestionId":"law-appeals-operative","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":[],"proposedAssociations":[{"productId":"ai-17","status":"proposed_scope_association","reason":"Legal event/case grounding is topically aligned; the Nairobi reference covers selected appeal-linked cases, not every LAW task.","dataCoverageVerified":false}],"pricingBasis":{"productId":"ai-17","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Selected source-dispute/appeal pairs with explicit operative-state evidence; the worked case is a separate one-case demonstration.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"unit":{"definition":"Grounded operative-state question for a linked case pair at a declared date","status":"proposed_requirement","basis":"targeted_audit_requirement"},"outcome":{"definition":"Correct operative-state answer, evidence citations and abstention where replacement obligations are not explicitly recorded.","status":"proposed_requirement","basis":"targeted_audit_requirement","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Requested answer date; use only state and evidence available then.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature.","censoringAndMissingness":"Retain unknown outcomes, incomplete observation and censoring.","denominator":"To confirm: eligible units and observation exposure."},"sourceConcepts":[{"concept":"Source/appeal case links","status":"required_unverified_for_question"},{"concept":"Dated resolution, obligation and stay identities","status":"required_unverified_for_question"},{"concept":"Effective dates and appeal dispositions","status":"required_unverified_for_question"},{"concept":"Reviewed operative-state answer and evidence event keys","status":"required_unverified_for_question"},{"concept":"Explicit missing replacement-obligation handling","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","DisputeCaseId","ResolutionId when relevant","RelatedDisputeCaseId when explicit","CanonicalEventKey","EventDate"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree.","unit":null,"anchor":null,"measure":null},"cityReadiness":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":true,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"A named Nairobi worked case and a selected legal appeal reference are available; full LAW catalogue/city readiness is not established."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"A named Nairobi worked case and a selected legal appeal reference are available; full LAW catalogue/city readiness is not established."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Follow dated source and appeal events. Cite resolution, obligation and stay IDs. Separate later outcomes from event-time knowledge; report absent replacement obligations as insufficient evidence. Broader coverage requires a scope enquiry.","No verified paid-release schema or benchmark artifacts are established by catalogue association.","A named Nairobi worked case and a selected legal appeal reference are available; full LAW catalogue/city readiness is not established."],"referenceCandidates":[],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"definition_required","detail":null},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Recorded cases, events or obligations explicitly defined by the question; eligibility and linked identities to agree."},{"criterion":"Observation period or prediction anchor","status":"definition_required","detail":null},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use evidence valid and available at the agreed as-of date; later information cannot be a past-time feature."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Retain unknown outcomes, incomplete observation and censoring."},{"criterion":"Valid product association or explicit custom inquiry","status":"explicit_custom_inquiry","detail":"/request-data?topic=research&request=custom-data&product=law-appeals-operative&kind=question&dataset=Can+an+AI+follow+a+legal+dispute+through+resolution%2C+compliance%2C+enforcement+and+appeal+%E2%80%94+and+determine+which+obligations+are+still+legally+operative%3F&question=Can+an+AI+follow+a+legal+dispute+through+resolution%2C+compliance%2C+enforcement+and+appeal+%E2%80%94+and+determine+which+obligations+are+still+legally+operative%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-appeals-operative#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":true,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"A named Nairobi worked case and a selected legal appeal reference are available; full LAW catalogue/city readiness is not established."},"lagos":{"status":"custom_scope_to_validate","existingStatus":"unlisted","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":[],"namedWorkedSampleAvailable":false,"catalogueCityScope":false,"readinessNotInheritedFromPricing":true,"gate":"A named Nairobi worked case and a selected legal appeal reference are available; full LAW catalogue/city readiness is not established."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Existing wording remains a research or grounded evaluation opportunity; proposed protocol and release-specific evidence are still required."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","Question-specific reference answers, allowed corpus, evidence citations and scored held-out evaluation require verification.","Follow dated source and appeal events. Cite resolution, obligation and stay IDs. Separate later outcomes from event-time knowledge; report absent replacement obligations as insufficient evidence. Broader coverage requires a scope enquiry.","No verified paid-release schema or benchmark artifacts are established by catalogue association.","A named Nairobi worked case and a selected legal appeal reference are available; full LAW catalogue/city readiness is not established."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=law-appeals-operative&kind=question&dataset=Can+an+AI+follow+a+legal+dispute+through+resolution%2C+compliance%2C+enforcement+and+appeal+%E2%80%94+and+determine+which+obligations+are+still+legally+operative%3F&question=Can+an+AI+follow+a+legal+dispute+through+resolution%2C+compliance%2C+enforcement+and+appeal+%E2%80%94+and+determine+which+obligations+are+still+legally+operative%3F&domains=Legal%2C+Contracts%2C+Construction%2C+Business&source=%2Fresearch-datasets%2Flaw-appeals-operative#contactForm","existingValidationRestriction":"Free Nairobi appeal study available","sourceRefs":["/assets/data/lean-marketplace-questions.json#law-appeals-operative","/assets/data/question-designs.v1.json#questions/law-appeals-operative"],"keywords":["law","legal","appeal","dispute resolution","operative obligations","enforcement","stay"],"removedKeywords":[],"stableIdPreserved":true},{"questionId":"telecom-panel-coevolution","sector":"telecom","lens":"research","originalWording":"How do subscriber lifecycle state, network usage, recharge and bundle spending, mobility, SIM/device replacement and tariff changes co-evolve through time?","wording":"How do recorded changes in subscriber status and tariff relate to subsequent monthly usage, recharge and bundle spending in the selected Nairobi panel?","wordingChanged":true,"studyType":"research","analyticalType":"longitudinal_panel_description","publicationDecision":"conditional_custom_scope","publicationReason":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question.","canonicalQuestionId":"telecom-panel-coevolution","duplicate":{"groupId":null,"kind":"none","memberIds":[],"role":null},"existingProducts":["research-21"],"proposedAssociations":[],"pricingBasis":{"productId":"research-21","purpose":"Rate basis only; not evidence of a verified product association or question readiness"},"requiredEvidence":{"population":{"definition":"Selected Nairobi synthetic subscriber-months in the existing 100-subscription panel, with explicitly available monthly observation.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"unit":{"definition":"Nairobi subscriber-month","status":"proposed_requirement","basis":"targeted_audit_requirement"},"outcome":{"definition":"Monthly recorded usage, top-ups and bundle spending by prior/current dated subscription and tariff state; separate mobility/device outcomes.","status":"proposed_requirement","basis":"targeted_audit_requirement","operationalMeasureDefined":true,"measureDefinitionRequired":null},"anchor":{"definition":"Monthly observation cutoff and effective lifecycle/tariff change date; snapshot state not projected backward.","status":"proposed_requirement","basis":"targeted_audit_requirement"},"observation":{"start":null,"end":null,"horizon":null,"status":"to_confirm_for_question","featureCutoff":"Use HistoricalSubscriberStatus and HistoricalTariffPlan fields at the row cutoff; keep companion snapshot context separate from historical states.","censoringAndMissingness":"Respect observed monthly boundaries and IsCurrentOpenMonth; do not treat partial periods as full months or extend follow-up beyond the sample.","denominator":"Observed subscriber-months, with subscriber counts and partial-month status reported separately."},"sourceConcepts":[{"concept":"SubscriberId, CitizenId and MonthStart within supplied monthly panel","status":"required_unverified_for_question"},{"concept":"ObservationAsOfDate and partial-month coverage","status":"required_unverified_for_question"},{"concept":"HistoricalSubscriberStatus and HistoricalTariffPlanId","status":"required_unverified_for_question"},{"concept":"DataUsedMB, VoiceMinutes, SMSCount, AirtimeTopUpLocal and DataBundlePurchaseLocal","status":"required_unverified_for_question"},{"concept":"Separate mobility/SIM/device substudies with explicit event definitions","status":"required_unverified_for_question"}],"sourceTablesAndFields":[],"status":"no_question_specific_verified_field_map","joins":{"verifiedQuestionJoinKeys":[],"existingDeclaredKeys":[],"proposedKeys":["CityId","SubscriberId","CitizenId if explicitly linked","MonthStart or event date"],"existingSourceJoinStatus":"unverified","rules":["Agree stable entity keys and effective-dated relationships at the observation date.","SubscriberId + MonthStart identifies a supplied monthly row.","SubscriberId and CitizenId link the supplied panel and companion context; historical and snapshot states remain distinct.","Check cardinality, duplicate identifiers and effective intervals before the agreed extract is promoted."],"scope":"Proposed keys describe needed relationships; matching field names do not establish a verified question join."}},"studyRequirements":{"population":"Selected Nairobi synthetic subscribers in the existing monthly panel; no Lagos or representative city cohort is implied.","unit":"Nairobi subscriber-month and observed month-to-month transition","anchor":"Dated month cutoff using historical status and tariff; compare only subsequent observed months.","measure":"Changes in DataUsedMB, VoiceMinutes, SMSCount, AirtimeTopUpLocal and DataBundlePurchaseLocal across status and tariff transitions."},"cityReadiness":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["research-21"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"The 100-subscriber monthly preview and the 500-subscription event reference are separate samples. Neither certifies a new question-specific study or Lagos panel."}},"evidenceGaps":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","This is a selected Nairobi synthetic research sample, not a population-representative extract or a Lagos release.","Monthly totals are not individual event sequences; causal and population estimates are not supported.","Snapshot attributes must not substitute for dated history; future prediction labels or benchmark horizons require separate specification.","Preserved sample values and checks do not establish a matching full-city certification audit.","The 100-subscriber monthly preview and the 500-subscription event reference are separate samples. Neither certifies a new question-specific study or Lagos panel."],"referenceCandidates":[{"productId":"research-21","referenceIdentifier":"NRB-TEL-HF-V1","cityIds":["nairobi"],"url":"https://huggingface.co/datasets/stripeddonkey-data/nairobi-synthetic-telecom-longitudinal-journeys/tree/32f8447bea3b32596c1fc2395b3ad6584fb571c6","status":"verified_reference_candidate_not_question_certification","referenceAssociation":true,"headerPresenceEvidence":{"status":"verified_reference_headers_only","fieldNames":["SyntheticSubscriberId","SyntheticCitizenId","EventType","EventLabel","PeriodStart","PeriodEnd","TemporalGrain","AmountLocal","SnapshotAsOfDate","SnapshotSubscriberStatus"],"analyticalSufficiencyEstablished":false},"taskFitGaps":["These are fields from the 500-subscription event reference, not the separate 100-subscription/47-field monthly panel.","Typed monthly MB/voice/SMS/spending and historical tariff/lifecycle fields must come from the separately verified monthly panel; event labels are not interchangeable typed columns.","Neither sample establishes Lagos readiness or an approved question-specific analysis."],"questionSpecificFieldAndJoinFitVerified":false,"paidExtractVerified":false,"limitations":["Not observed operator/consumer data or a population estimate","No real phone numbers, MSISDN or citizen core PhoneNumber are included","Current snapshot fields must not be projected backwards as historical event features","Monthly usage aggregates are periods, not point events on the first day","AmountLocal meanings depend on event type; tariff fee metadata is not transaction spending","EventDetailJson omitted after 1,353 truncated mobility JSON payloads; detailed usage/device/tariff payload fields are not dedicated columns in the 25-column public events config. Some details survive in EventLabel text, including monthly data MB, voice minutes and SMS; do not confuse these labels with separately typed columns or complete original JSON payloads.","Featured companion is deliberately excluded from the research sample","CC-BY-NC-4.0 public-reference rights and separately agreed commercial/custom-order rights must remain distinct","The holder-age check uses SQL fallback age 18; the actual configured threshold is unavailable in the package.","Deterministic source-sample selection was not reproduced without the full eligible population.","The page links the October 4 published revision: six research CSV files match the decompressed supplied package. This verifies research-data contents, not identical gzip wrappers, README, manifest or the complete package.","The newer October 6 public revision contains different records and 14,320 events. Its manifest has six stale file digests; it is not represented by this page’s 14,556-event reference facts."]}],"criteria":[{"criterion":"Measurable outcome, comparison or evaluation task","status":"proposed_definition","detail":"Changes in DataUsedMB, VoiceMinutes, SMSCount, AirtimeTopUpLocal and DataBundlePurchaseLocal across status and tariff transitions."},{"criterion":"Relevant population or entity","status":"proposed_definition","detail":"Selected Nairobi synthetic subscribers in the existing monthly panel; no Lagos or representative city cohort is implied."},{"criterion":"Observation period or prediction anchor","status":"proposed_definition","detail":"Dated month cutoff using historical status and tariff; compare only subsequent observed months."},{"criterion":"Required source fields and join relationships","status":"unverified_for_question","detail":"Proposed concepts and joins are documented; no question-specific verified field/relationship map is established."},{"criterion":"Information available at the relevant event date","status":"proposed_protocol","detail":"Use HistoricalSubscriberStatus and HistoricalTariffPlan fields at the row cutoff; keep companion snapshot context separate from historical states."},{"criterion":"Missingness, censoring and incomplete evidence","status":"proposed_protocol","detail":"Respect observed monthly boundaries and IsCurrentOpenMonth; do not treat partial periods as full months or extend follow-up beyond the sample."},{"criterion":"Valid product association or explicit custom inquiry","status":"documented_catalogue_association","detail":"/request-data?topic=research&request=custom-data&product=telecom-panel-coevolution&kind=question&dataset=How+do+recorded+changes+in+subscriber+status+and+tariff+relate+to+subsequent+monthly+usage%2C+recharge+and+bundle+spending+in+the+selected+Nairobi+panel%3F&question=How+do+recorded+changes+in+subscriber+status+and+tariff+relate+to+subsequent+monthly+usage%2C+recharge+and+bundle+spending+in+the+selected+Nairobi+panel%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-panel-coevolution#contactForm"},{"criterion":"City-specific readiness and certification","status":"question_specific_validation_required","detail":{"nairobi":{"status":"question_specific_evidence_to_validate","existingStatus":"unverified","questionCertificationVerified":false,"paidExtractVerified":false,"availableReferenceProducts":["research-21"],"namedWorkedSampleAvailable":false,"catalogueCityScope":true,"readinessNotInheritedFromPricing":true,"gate":"The 100-subscriber monthly preview and the 500-subscription event reference are separate samples. Neither certifies a new question-specific study or Lagos panel."}}},{"criterion":"Distinct wording and supported interpretation","status":"editorially_reviewed","detail":"Tighten the measurable outcome, eligibility, temporal anchor or explicit-evidence limitation without creating a new question."},{"criterion":"Methodology, limitations and validation evidence","status":"proposed_not_question_certified","detail":["No question-specific verified paid-release fields and join map.","No accepted question/city release-specific certification or commercial extract demonstrated.","Exact question observation bounds/follow-up remain to be agreed.","This is a selected Nairobi synthetic research sample, not a population-representative extract or a Lagos release.","Monthly totals are not individual event sequences; causal and population estimates are not supported.","Snapshot attributes must not substitute for dated history; future prediction labels or benchmark horizons require separate specification.","Preserved sample values and checks do not establish a matching full-city certification audit.","The 100-subscriber monthly preview and the 500-subscription event reference are separate samples. Neither certifies a new question-specific study or Lagos panel."]}],"customInquiryPath":"/request-data?topic=research&request=custom-data&product=telecom-panel-coevolution&kind=question&dataset=How+do+recorded+changes+in+subscriber+status+and+tariff+relate+to+subsequent+monthly+usage%2C+recharge+and+bundle+spending+in+the+selected+Nairobi+panel%3F&question=How+do+recorded+changes+in+subscriber+status+and+tariff+relate+to+subsequent+monthly+usage%2C+recharge+and+bundle+spending+in+the+selected+Nairobi+panel%3F&domains=Telecommunications%2C+Demographics&source=%2Fresearch-datasets%2Ftelecom-panel-coevolution#contactForm","existingValidationRestriction":null,"sourceRefs":["/assets/data/lean-marketplace-questions.json#telecom-panel-coevolution","/assets/data/question-designs.v1.json#questions/telecom-panel-coevolution","/assets/data/product-designs.v1.json#products/research-21"],"keywords":["telecom","telecommunications","mobile","subscriber","lifecycle","research","usage","recharge","bundles","mobility","SIM","device","tariff","Nairobi"],"removedKeywords":["How do subscriber lifecycle state, network usage, recharge and bundle spending, mobility, SIM/device replacement and tariff changes co-evolve through time?"],"stableIdPreserved":true}],"products":[{"productId":"ml-01","route":"/datasets/predict-graduate-employment-outcomes","title":"Predict the transition from graduation to work","primaryQuestion":"Can education and household histories predict whether a graduate starts a first recorded job within 12 months of completing education, and how long that transition takes?","existingQuestionIds":["education-10","employment-1","employment-2","ml-01-q1","ml-01-q2","ml-01-q3","ml-01-q4"],"designListedQuestionIds":["education-10","employment-1","employment-2","ml-01-q1","ml-01-q2","ml-01-q3","ml-01-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":true,"referenceIdentifier":"ml-01-v1.1-COMMERCIAL_READY","associatedQuestionIds":["education-10","employment-1","employment-2","ml-01-q1","ml-01-q2","ml-01-q3","ml-01-q4"],"questionsWithPreservedRestriction":["ml-01-q3"],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-10","employment-1","employment-2","ml-01-q1","ml-01-q2","ml-01-q3","ml-01-q4"],"questionsWithPreservedRestriction":["ml-01-q3"],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":{"identifier":"ml-01-v1.1-COMMERCIAL_READY","cityIds":["nairobi"],"verifiedLocalDataIdentity":true,"isQuestionCertification":false},"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":true,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"Eligible education completion event","entityScope":"Resident-level","cohortRules":"Completions with verified dates. Agree prior-employment exclusions, qualifying-job rules and how repeated completions are handled.","observationAnchor":"Education completion date","outcome":"First qualifying recorded job within 12 months; a 6-month secondary endpoint and time to first job may also be evaluated.","sourceFields":[],"joins":[],"asOfRule":"Use only records dated at or before completion and available as of completion. Later job starts are outcomes, never input features.","followup":"Retain incomplete follow-up as censored or unknown. No recorded job is a negative label only when the complete agreed follow-up was observed."},"knownGaps":["Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define eligible completions and prior employment; evaluate event probability and time to first job using information available at completion. Preserve incomplete follow-up.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can education and household histories predict whether a graduate starts a first recorded job within 12 months of completing education, and how long that transition takes?","originalStudyDesign":"Define eligible completions and prior employment; evaluate event probability and time to first job using information available at completion. Preserve incomplete follow-up.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-02","route":"/datasets/predict-unemployment-duration","title":"Predict time to return to work","primaryQuestion":"How accurately can prior work, education and household histories predict the time from a recorded job ending to the next recorded job starting?","existingQuestionIds":["employment-3","employment-4","employment-5","ml-02-q1","ml-02-q2","ml-02-q3","ml-02-q4"],"designListedQuestionIds":["employment-3","employment-4","employment-5","ml-02-q1","ml-02-q2","ml-02-q3","ml-02-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-3","employment-4","employment-5","ml-02-q1","ml-02-q2","ml-02-q3","ml-02-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-3","employment-4","employment-5","ml-02-q1","ml-02-q2","ml-02-q3","ml-02-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Start follow-up at spell end; distinguish overlapping jobs from gaps and retain spells with no observed return. Do not label gaps as involuntary unemployment.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How accurately can prior work, education and household histories predict the time from a recorded job ending to the next recorded job starting?","originalStudyDesign":"Start follow-up at spell end; distinguish overlapping jobs from gaps and retain spells with no observed return. Do not label gaps as involuntary unemployment.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-03","route":"/datasets/predict-household-income-mobility","title":"Household Income Mobility Prediction","primaryQuestion":"Can earlier earnings, employment and household changes predict which households move to a higher or lower income band over the next 12 months?","existingQuestionIds":["employment-10","employment-11","insurance-4","ml-03-q1","ml-03-q2","ml-03-q3","ml-03-q4"],"designListedQuestionIds":["employment-10","employment-11","insurance-4","ml-03-q1","ml-03-q2","ml-03-q3","ml-03-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-10","employment-11","insurance-4","ml-03-q1","ml-03-q2","ml-03-q3","ml-03-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-10","employment-11","insurance-4","ml-03-q1","ml-03-q2","ml-03-q3","ml-03-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Fix band definitions and household identity rules; evaluate upward, downward and unchanged outcomes, using harmonized income periods and incomplete-follow-up flags.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can earlier earnings, employment and household changes predict which households move to a higher or lower income band over the next 12 months?","originalStudyDesign":"Fix band definitions and household identity rules; evaluate upward, downward and unchanged outcomes, using harmonized income periods and incomplete-follow-up flags.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-04","route":"/datasets/predict-business-survival","title":"Business Survival & Exit Prediction","primaryQuestion":"Can a business's prior workforce and financial history predict whether it records an exit within 12 months and how long it remains active?","existingQuestionIds":["ml-04-q1","ml-04-q2","ml-04-q3","ml-04-q4"],"designListedQuestionIds":["ml-04-q1","ml-04-q2","ml-04-q3","ml-04-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ml-04-q1","ml-04-q2","ml-04-q3","ml-04-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ml-04-q1","ml-04-q2","ml-04-q3","ml-04-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Business-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define exit dates, eligible active businesses and observation coverage; evaluate survival probabilities and preserve firms still active at the cutoff.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can a business's prior workforce and financial history predict whether it records an exit within 12 months and how long it remains active?","originalStudyDesign":"Define exit dates, eligible active businesses and observation coverage; evaluate survival probabilities and preserve firms still active at the cutoff.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-05","route":"/datasets/predict-business-growth","title":"Business Growth & Workforce Forecasting","primaryQuestion":"Can prior financial, workforce and location histories forecast changes in a business's recorded scale and employee count over the next 12 months?","existingQuestionIds":["employment-13","ml-05-q1","ml-05-q2","ml-05-q3","ml-05-q4"],"designListedQuestionIds":["employment-13","ml-05-q1","ml-05-q2","ml-05-q3","ml-05-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-13","ml-05-q1","ml-05-q2","ml-05-q3","ml-05-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-13","ml-05-q1","ml-05-q2","ml-05-q3","ml-05-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Business-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Name the released scale measure, such as a revenue band if available; evaluate it separately from headcount and compare with a no-change baseline.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can prior financial, workforce and location histories forecast changes in a business's recorded scale and employee count over the next 12 months?","originalStudyDesign":"Name the released scale measure, such as a revenue band if available; evaluate it separately from headcount and compare with a no-change baseline.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-06","route":"/datasets/predict-school-dropout-risk","title":"Predict interruptions in education","primaryQuestion":"Which students are likely to experience a recorded interruption in education during the next academic period, based on their earlier enrolment, progression and household histories?","existingQuestionIds":["education-3","education-4","education-8","ml-06-q1","ml-06-q2","ml-06-q3","ml-06-q4"],"designListedQuestionIds":["education-3","education-4","education-8","ml-06-q1","ml-06-q2","ml-06-q3","ml-06-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-3","education-4","education-8","ml-06-q1","ml-06-q2","ml-06-q3","ml-06-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-3","education-4","education-8","ml-06-q1","ml-06-q2","ml-06-q3","ml-06-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Publish the interruption rule and academic calendar; evaluate recall and probability calibration at a fixed prediction date, excluding later records.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Which students are likely to experience a recorded interruption in education during the next academic period, based on their earlier enrolment, progression and household histories?","originalStudyDesign":"Publish the interruption rule and academic calendar; evaluate recall and probability calibration at a fixed prediction date, excluding later records.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-07","route":"/datasets/predict-university-progression","title":"Predict progression into higher education","primaryQuestion":"Can prior education and household histories predict which eligible school leavers enter higher education within 24 months of completing secondary school?","existingQuestionIds":["education-5","education-6","education-12","ml-07-q1","ml-07-q2","ml-07-q3","ml-07-q4"],"designListedQuestionIds":["education-5","education-6","education-12","ml-07-q1","ml-07-q2","ml-07-q3","ml-07-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-5","education-6","education-12","ml-07-q1","ml-07-q2","ml-07-q3","ml-07-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-5","education-6","education-12","ml-07-q1","ml-07-q2","ml-07-q3","ml-07-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define country-specific eligibility and qualifying enrolment; report calibration across completion cohorts and handle incomplete follow-up separately.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can prior education and household histories predict which eligible school leavers enter higher education within 24 months of completing secondary school?","originalStudyDesign":"Define country-specific eligibility and qualifying enrolment; report calibration across completion cohorts and handle incomplete follow-up separately.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-08","route":"/datasets/predict-housing-affordability","title":"Which households may struggle with housing costs?","primaryQuestion":"Can prior income, employment and tenure histories predict which households cross a defined housing-cost burden threshold within the next 12 months?","existingQuestionIds":["land-1","ml-08-q1","ml-08-q2","ml-08-q3","ml-08-q4"],"designListedQuestionIds":["land-1","ml-08-q1","ml-08-q2","ml-08-q3","ml-08-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-1","ml-08-q1","ml-08-q2","ml-08-q3","ml-08-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-1","ml-08-q1","ml-08-q2","ml-08-q3","ml-08-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Publish cost and income definitions, the threshold and assessment date; avoid labeling contemporaneous cost-to-income calculations as future predictions.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can prior income, employment and tenure histories predict which households cross a defined housing-cost burden threshold within the next 12 months?","originalStudyDesign":"Publish cost and income definitions, the threshold and assessment date; avoid labeling contemporaneous cost-to-income calculations as future predictions.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-09","route":"/datasets/predict-homeownership-transition","title":"Which households are likely to become homeowners?","primaryQuestion":"Among households without recorded ownership at baseline, can prior tenure, employment and financial histories predict entry into homeownership within 24 months?","existingQuestionIds":["land-2","ml-09-q1","ml-09-q2","ml-09-q3","ml-09-q4"],"designListedQuestionIds":["land-2","ml-09-q1","ml-09-q2","ml-09-q3","ml-09-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-2","ml-09-q1","ml-09-q2","ml-09-q3","ml-09-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-2","ml-09-q1","ml-09-q2","ml-09-q3","ml-09-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define household ownership and transition dates; keep unresolved ownership and insufficient follow-up distinct from confirmed non-transition.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Among households without recorded ownership at baseline, can prior tenure, employment and financial histories predict entry into homeownership within 24 months?","originalStudyDesign":"Define household ownership and transition dates; keep unresolved ownership and insufficient follow-up distinct from confirmed non-transition.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-10","route":"/datasets/predict-healthcare-utilization","title":"Predict future healthcare use","primaryQuestion":"Can prior care, household and insurance histories predict the number and recorded settings of healthcare encounters over the next six months?","existingQuestionIds":["health-1","health-4","health-5","health-10","health-14","insurance-1","insurance-7","ml-10-q1","ml-10-q2","ml-10-q3","ml-10-q4"],"designListedQuestionIds":["health-1","health-4","health-5","health-10","health-14","insurance-1","insurance-7","ml-10-q1","ml-10-q2","ml-10-q3","ml-10-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":11,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":true,"referenceIdentifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","associatedQuestionIds":["health-1","health-4","health-5","health-10","health-14","insurance-1","insurance-7","ml-10-q1","ml-10-q2","ml-10-q3","ml-10-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-1","health-4","health-5","health-10","health-14","insurance-1","insurance-7","ml-10-q1","ml-10-q2","ml-10-q3","ml-10-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":{"identifier":"ml-10-v1.2-POST_REMEDIATION_REBUILD","cityIds":["nairobi"],"verifiedLocalDataIdentity":true,"isQuestionCertification":false},"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":true,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Fix the prediction date and encounter definitions; evaluate counts and setting probabilities separately, using pre-cutoff information and documented follow-up coverage.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can prior care, household and insurance histories predict the number and recorded settings of healthcare encounters over the next six months?","originalStudyDesign":"Fix the prediction date and encounter definitions; evaluate counts and setting probabilities separately, using pre-cutoff information and documented follow-up coverage.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-11","route":"/datasets/predict-chronic-disease-progression","title":"Predict recorded chronic-care progression","primaryQuestion":"Can diagnosis and encounter histories predict the timing and type of the next specified chronic-care event within a defined care pathway?","existingQuestionIds":["health-10","health-11","health-12","ml-11-q1","ml-11-q2","ml-11-q3","ml-11-q4"],"designListedQuestionIds":["health-10","health-11","health-12","ml-11-q1","ml-11-q2","ml-11-q3","ml-11-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-10","health-11","health-12","ml-11-q1","ml-11-q2","ml-11-q3","ml-11-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-10","health-11","health-12","ml-11-q1","ml-11-q2","ml-11-q3","ml-11-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Name the eligible condition and event labels from the release; preserve censoring and distinguish a newly recorded event from biological disease progression.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can diagnosis and encounter histories predict the timing and type of the next specified chronic-care event within a defined care pathway?","originalStudyDesign":"Name the eligible condition and event labels from the release; preserve censoring and distinguish a newly recorded event from biological disease progression.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-12","route":"/datasets/predict-maternal-healthcare-utilization","title":"Predict continuity in maternity care","primaryQuestion":"Can earlier maternity contacts, household context and insurance history predict whether the next expected contact in a defined maternity pathway is recorded?","existingQuestionIds":["health-7","health-8","insurance-2","insurance-8","ml-12-q1","ml-12-q2","ml-12-q3","ml-12-q4"],"designListedQuestionIds":["health-7","health-8","insurance-2","insurance-8","ml-12-q1","ml-12-q2","ml-12-q3","ml-12-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":8,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-7","health-8","insurance-2","insurance-8","ml-12-q1","ml-12-q2","ml-12-q3","ml-12-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-7","health-8","insurance-2","insurance-8","ml-12-q1","ml-12-q2","ml-12-q3","ml-12-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define pathway milestones, allowable windows and observation coverage; evaluate predictions at each milestone without using subsequent maternity outcomes.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can earlier maternity contacts, household context and insurance history predict whether the next expected contact in a defined maternity pathway is recorded?","originalStudyDesign":"Define pathway milestones, allowable windows and observation coverage; evaluate predictions at each milestone without using subsequent maternity outcomes.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-13","route":"/datasets/predict-employee-turnover","title":"Predict employee exits and tenure","primaryQuestion":"Can prior career and employer histories predict whether an active employment spell ends within 12 months and estimate its remaining duration?","existingQuestionIds":["employment-5","employment-6","employment-14","ml-13-q1","ml-13-q2","ml-13-q3","ml-13-q4"],"designListedQuestionIds":["employment-5","employment-6","employment-14","ml-13-q1","ml-13-q2","ml-13-q3","ml-13-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-5","employment-6","employment-14","ml-13-q1","ml-13-q2","ml-13-q3","ml-13-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-5","employment-6","employment-14","ml-13-q1","ml-13-q2","ml-13-q3","ml-13-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Freeze features at an active-spell snapshot; report exit probability and time-to-event performance. Distinguish recorded end dates from voluntary resignation labels.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can prior career and employer histories predict whether an active employment spell ends within 12 months and estimate its remaining duration?","originalStudyDesign":"Freeze features at an active-spell snapshot; report exit probability and time-to-event performance. Distinguish recorded end dates from voluntary resignation labels.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-14","route":"/datasets/predict-entrepreneurship-likelihood","title":"Entrepreneurship Transition Prediction","primaryQuestion":"Can earlier education, employment and household histories predict who enters recorded business ownership within the next 24 months?","existingQuestionIds":["employment-15","ml-14-q1","ml-14-q2","ml-14-q3","ml-14-q4"],"designListedQuestionIds":["employment-15","ml-14-q1","ml-14-q2","ml-14-q3","ml-14-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-15","ml-14-q1","ml-14-q2","ml-14-q3","ml-14-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-15","ml-14-q1","ml-14-q2","ml-14-q3","ml-14-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define an eligible non-owner cohort and dated owner-to-business links; prevent leakage from future business records and retain incomplete observation.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can earlier education, employment and household histories predict who enters recorded business ownership within the next 24 months?","originalStudyDesign":"Define an eligible non-owner cohort and dated owner-to-business links; prevent leakage from future business records and retain incomplete observation.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-15","route":"/datasets/predict-financial-stress","title":"Household Financial Stress Modelling","primaryQuestion":"Can employment, housing and household financial histories predict a defined financial-stress event within the next 12 months?","existingQuestionIds":["ml-15-q1","ml-15-q2","ml-15-q3","ml-15-q4"],"designListedQuestionIds":["ml-15-q1","ml-15-q2","ml-15-q3","ml-15-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ml-15-q1","ml-15-q2","ml-15-q3","ml-15-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ml-15-q1","ml-15-q2","ml-15-q3","ml-15-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Specify the stress label from released fields before modeling; avoid using a target's contemporaneous components as if they were earlier predictors.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can employment, housing and household financial histories predict a defined financial-stress event within the next 12 months?","originalStudyDesign":"Specify the stress label from released fields before modeling; avoid using a target's contemporaneous components as if they were earlier predictors.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-16","route":"/datasets/predict-residential-mobility","title":"Which households are likely to move next?","primaryQuestion":"Can household, tenure and employment histories predict whether a household makes a recorded residential move within the next 12 months?","existingQuestionIds":["land-4","ml-16-q1","ml-16-q2","ml-16-q3","ml-16-q4"],"designListedQuestionIds":["land-4","ml-16-q1","ml-16-q2","ml-16-q3","ml-16-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-4","ml-16-q1","ml-16-q2","ml-16-q3","ml-16-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-4","ml-16-q1","ml-16-q2","ml-16-q3","ml-16-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define a move, household continuity and the prediction cutoff; evaluate probabilities while separating member departures from whole-household relocation.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can household, tenure and employment histories predict whether a household makes a recorded residential move within the next 12 months?","originalStudyDesign":"Define a move, household continuity and the prediction cutoff; evaluate probabilities while separating member departures from whole-household relocation.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-17","route":"/datasets/predict-transport-demand","title":"How will changing homes and jobs shape travel demand?","primaryQuestion":"Can prior commute, home and work histories forecast recorded travel demand in the next observation period, including around employment or residential transitions?","existingQuestionIds":["transport-1","transport-3","transport-11","ml-17-q1","ml-17-q2","ml-17-q3","ml-17-q4"],"designListedQuestionIds":["transport-1","transport-3","transport-11","ml-17-q1","ml-17-q2","ml-17-q3","ml-17-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["transport-1","transport-3","transport-11","ml-17-q1","ml-17-q2","ml-17-q3","ml-17-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["transport-1","transport-3","transport-11","ml-17-q1","ml-17-q2","ml-17-q3","ml-17-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident / trip-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define the demand unit and interval from released records; use only known-at-cutoff changes and score forecasts separately for stable and changing circumstances.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can prior commute, home and work histories forecast recorded travel demand in the next observation period, including around employment or residential transitions?","originalStudyDesign":"Define the demand unit and interval from released records; use only known-at-cutoff changes and score forecasts separately for stable and changing circumstances.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-18","route":"/datasets/predict-household-energy-consumption","title":"How much energy will different households use?","primaryQuestion":"Can prior consumption, dwelling and household histories forecast energy use in the next billing period across different household types?","existingQuestionIds":["energy-1","energy-2","energy-3","energy-6","energy-12","ml-18-q1","ml-18-q2","ml-18-q3","ml-18-q4"],"designListedQuestionIds":["energy-1","energy-2","energy-3","energy-6","energy-12","ml-18-q1","ml-18-q2","ml-18-q3","ml-18-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":9,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["energy-1","energy-2","energy-3","energy-6","energy-12","ml-18-q1","ml-18-q2","ml-18-q3","ml-18-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["energy-1","energy-2","energy-3","energy-6","energy-12","ml-18-q1","ml-18-q2","ml-18-q3","ml-18-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"State meter units and billing duration; align occupancy to consumption periods and compare forecast error with a previous-period baseline.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can prior consumption, dwelling and household histories forecast energy use in the next billing period across different household types?","originalStudyDesign":"State meter units and billing duration; align occupancy to consumption periods and compare forecast error with a previous-period baseline.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-19","route":"/datasets/predict-land-development-likelihood","title":"Which parcels are likely to enter development?","primaryQuestion":"Can prior parcel, ownership and land-use histories predict which undeveloped parcels record the start of a construction project within 24 months?","existingQuestionIds":["land-7","ml-19-q1","ml-19-q2","ml-19-q3","ml-19-q4"],"designListedQuestionIds":["land-7","ml-19-q1","ml-19-q2","ml-19-q3","ml-19-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-7","ml-19-q1","ml-19-q2","ml-19-q3","ml-19-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-7","ml-19-q1","ml-19-q2","ml-19-q3","ml-19-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Parcel / project-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Confirm valid project-to-parcel links and project-start labels; exclude post-start activity from predictors and keep permit approval distinct from construction commencement.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can prior parcel, ownership and land-use histories predict which undeveloped parcels record the start of a construction project within 24 months?","originalStudyDesign":"Confirm valid project-to-parcel links and project-start labels; exclude post-start activity from predictors and keep permit approval distinct from construction commencement.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ml-20","route":"/datasets/predict-dispute-outcomes","title":"Commercial Dispute Outcome Modelling","primaryQuestion":"Can contract, business and construction evidence available at a dispute's defined assessment date predict its recorded resolution outcome?","existingQuestionIds":["ml-20-q1","ml-20-q2","ml-20-q3","ml-20-q4"],"designListedQuestionIds":["ml-20-q1","ml-20-q2","ml-20-q3","ml-20-q4"],"proposedQuestionIds":["law-015","law-022","law-030","law-040","law-048","law-049","law-056","law-062","law-068","law-074","law-080","law-085","law-106","law-107","law-108","law-109","law-110","law-111","law-112","law-113","law-114","law-115","law-116","law-117","law-118","law-129"],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":true,"referenceIdentifier":"SD-LAW-APPEALS-V1","associatedQuestionIds":["ml-20-q1","ml-20-q2","ml-20-q3","ml-20-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ml-20-q1","ml-20-q2","ml-20-q3","ml-20-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":{"identifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"verifiedLocalDataIdentity":true,"isQuestionCertification":false},"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":true,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Case-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define the dispute cohort, outcome classes and assessment date; exclude awards and later case events from predictors and retain unresolved cases explicitly.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can contract, business and construction evidence available at a dispute's defined assessment date predict its recorded resolution outcome?","originalStudyDesign":"Define the dispute cohort, outcome classes and assessment date; exclude awards and later case events from predictors and retain unresolved cases explicitly.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-01","route":"/datasets/citizen-life-reasoning-benchmark","title":"Connected Citizen Reasoning Evaluation","primaryQuestion":"Can an AI answer questions about one synthetic resident by correctly connecting their demographic, household, education and employment records at the relevant dates?","existingQuestionIds":["ai-01-q1","ai-01-q2","ai-01-q3","ai-01-q4"],"designListedQuestionIds":["ai-01-q1","ai-01-q2","ai-01-q3","ai-01-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-01-q1","ai-01-q2","ai-01-q3","ai-01-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-01-q1","ai-01-q2","ai-01-q3","ai-01-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use reference answers and permitted join paths; score person identity, relation accuracy, temporal validity and support for each factual answer.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI answer questions about one synthetic resident by correctly connecting their demographic, household, education and employment records at the relevant dates?","originalStudyDesign":"Use reference answers and permitted join paths; score person identity, relation accuracy, temporal validity and support for each factual answer.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-02","route":"/datasets/longitudinal-event-sequence-reasoning","title":"Longitudinal Event Reasoning Evaluation","primaryQuestion":"Can an AI correctly order life events, calculate elapsed time and answer what was known as of a specified date across connected resident histories?","existingQuestionIds":["ai-02-q1","ai-02-q2","ai-02-q3","ai-02-q4"],"designListedQuestionIds":["ai-02-q1","ai-02-q2","ai-02-q3","ai-02-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-02-q1","ai-02-q2","ai-02-q3","ai-02-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-02-q1","ai-02-q2","ai-02-q3","ai-02-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use reviewed event sequences, interval answers and cutoff snapshots; score each operation separately, including overlapping events and uncertain dates.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI correctly order life events, calculate elapsed time and answer what was known as of a specified date across connected resident histories?","originalStudyDesign":"Use reviewed event sequences, interval answers and cutoff snapshots; score each operation separately, including overlapping events and uncertain dates.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-03","route":"/datasets/healthcare-narrative-generation","title":"Generate grounded healthcare summaries","primaryQuestion":"Can an AI produce a faithful summary of a synthetic care history that preserves dated events and recorded uncertainty, with every factual claim linked to supporting records?","existingQuestionIds":["ai-03-q1","ai-03-q2","ai-03-q3","ai-03-q4"],"designListedQuestionIds":["ai-03-q1","ai-03-q2","ai-03-q3","ai-03-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-03-q1","ai-03-q2","ai-03-q3","ai-03-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-03-q1","ai-03-q2","ai-03-q3","ai-03-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + encounter","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Score factual support, event coverage, date accuracy and invented clinical claims against reviewed reference facts; do not assume discharge notes are included.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI produce a faithful summary of a synthetic care history that preserves dated events and recorded uncertainty, with every factual claim linked to supporting records?","originalStudyDesign":"Score factual support, event coverage, date accuracy and invented clinical claims against reviewed reference facts; do not assume discharge notes are included.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-04","route":"/datasets/education-history-summarization","title":"Summarize education pathways","primaryQuestion":"Can an AI summarize a person's education pathway while preserving qualifications, dates and recorded breaks, with every factual claim traceable to the source records?","existingQuestionIds":["education-3","ai-04-q1","ai-04-q2","ai-04-q3","ai-04-q4"],"designListedQuestionIds":["education-3","ai-04-q1","ai-04-q2","ai-04-q3","ai-04-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-3","ai-04-q1","ai-04-q2","ai-04-q3","ai-04-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-3","ai-04-q1","ai-04-q2","ai-04-q3","ai-04-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Score qualification and date accuracy, key-event coverage, unsupported claims and correct handling of unknown outcomes against reviewed reference facts.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI summarize a person's education pathway while preserving qualifications, dates and recorded breaks, with every factual claim traceable to the source records?","originalStudyDesign":"Score qualification and date accuracy, key-event coverage, unsupported claims and correct handling of unknown outcomes against reviewed reference facts.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-05","route":"/datasets/employment-history-reasoning","title":"Reason over employment histories","primaryQuestion":"Can an AI answer questions about jobs, tenure and career transitions by connecting employment, employer and education records without confusing people or overlapping roles?","existingQuestionIds":["employment-5","ai-05-q1","ai-05-q2","ai-05-q3","ai-05-q4"],"designListedQuestionIds":["employment-5","ai-05-q1","ai-05-q2","ai-05-q3","ai-05-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-5","ai-05-q1","ai-05-q2","ai-05-q3","ai-05-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-5","ai-05-q1","ai-05-q2","ai-05-q3","ai-05-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use reference answers for durations, transitions and employer links; score factual accuracy, source support and handling of gaps or concurrent jobs.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI answer questions about jobs, tenure and career transitions by connecting employment, employer and education records without confusing people or overlapping roles?","originalStudyDesign":"Use reference answers for durations, transitions and employer links; score factual accuracy, source support and handling of gaps or concurrent jobs.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-06","route":"/datasets/household-lifecycle-reasoning","title":"Household Change & Relationship Reasoning","primaryQuestion":"Can an AI reconstruct who belonged to a household at a given date, explain recorded membership changes and distinguish documented relationships from unknown ones?","existingQuestionIds":["ai-06-q1","ai-06-q2","ai-06-q3","ai-06-q4"],"designListedQuestionIds":["ai-06-q1","ai-06-q2","ai-06-q3","ai-06-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-06-q1","ai-06-q2","ai-06-q3","ai-06-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-06-q1","ai-06-q2","ai-06-q3","ai-06-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Evaluate membership and role answers against dated links; test overlapping households, unavailable relationship evidence and household versus individual event dates.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI reconstruct who belonged to a household at a given date, explain recorded membership changes and distinguish documented relationships from unknown ones?","originalStudyDesign":"Evaluate membership and role answers against dated links; test overlapping households, unavailable relationship evidence and household versus individual event dates.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-07","route":"/datasets/synthetic-financial-assistant-testing","title":"Grounded Financial Assistant Evaluation","primaryQuestion":"Can an AI explain changes in a household's recorded income, employment and housing costs using dated evidence while clearly identifying missing financial information?","existingQuestionIds":["ai-07-q1","ai-07-q2","ai-07-q3","ai-07-q4"],"designListedQuestionIds":["ai-07-q1","ai-07-q2","ai-07-q3","ai-07-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-07-q1","ai-07-q2","ai-07-q3","ai-07-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-07-q1","ai-07-q2","ai-07-q3","ai-07-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Score monetary and date accuracy, relevant evidence coverage and unsupported inferences against reference facts; keep explanations within the supplied financial record.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI explain changes in a household's recorded income, employment and housing costs using dated evidence while clearly identifying missing financial information?","originalStudyDesign":"Score monetary and date accuracy, relevant evidence coverage and unsupported inferences against reference facts; keep explanations within the supplied financial record.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-08","route":"/datasets/clinical-timeline-extraction","title":"Extract faithful clinical timelines","primaryQuestion":"Can an AI extract and order dated clinical events into a source-linked timeline while preserving uncertain dates and distinguishing separate events from duplicates?","existingQuestionIds":["ai-08-q1","ai-08-q2","ai-08-q3","ai-08-q4"],"designListedQuestionIds":["ai-08-q1","ai-08-q2","ai-08-q3","ai-08-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-08-q1","ai-08-q2","ai-08-q3","ai-08-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-08-q1","ai-08-q2","ai-08-q3","ai-08-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + encounter","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Evaluate event and date extraction, ordering, source attribution and duplicate handling; define the input format and reference timeline before scoring.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI extract and order dated clinical events into a source-linked timeline while preserving uncertain dates and distinguishing separate events from duplicates?","originalStudyDesign":"Evaluate event and date extraction, ordering, source attribution and duplicate handling; define the input format and reference timeline before scoring.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-09","route":"/datasets/multi-hop-relational-qa","title":"Cross-Domain Question Answering","primaryQuestion":"Can an AI answer questions that require multiple verified links between residents, households, employers and businesses, while showing the evidence path?","existingQuestionIds":["ai-09-q1","ai-09-q2","ai-09-q3","ai-09-q4"],"designListedQuestionIds":["ai-09-q1","ai-09-q2","ai-09-q3","ai-09-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-09-q1","ai-09-q2","ai-09-q3","ai-09-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-09-q1","ai-09-q2","ai-09-q3","ai-09-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Multi-entity graph","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define hop counts and valid join paths; score answer accuracy and path validity, with unanswerable questions and distracting records included in the evaluation design.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI answer questions that require multiple verified links between residents, households, employers and businesses, while showing the evidence path?","originalStudyDesign":"Define hop counts and valid join paths; score answer accuracy and path validity, with unanswerable questions and distracting records included in the evaluation design.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-10","route":"/datasets/entity-resolution-benchmarking","title":"Entity Linking & Resolution Evaluation","primaryQuestion":"How accurately can an AI link records to the same synthetic person, household or business when selected identifying fields are missing, inconsistent or perturbed?","existingQuestionIds":["ai-10-q1","ai-10-q2","ai-10-q3","ai-10-q4"],"designListedQuestionIds":["ai-10-q1","ai-10-q2","ai-10-q3","ai-10-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-10-q1","ai-10-q2","ai-10-q3","ai-10-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-10-q1","ai-10-q2","ai-10-q3","ai-10-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Multi-entity graph","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Agree the perturbation protocol and hidden match truth; report precision and recall by entity type and difficulty, with identity shortcuts excluded from model inputs.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How accurately can an AI link records to the same synthetic person, household or business when selected identifying fields are missing, inconsistent or perturbed?","originalStudyDesign":"Agree the perturbation protocol and hidden match truth; report precision and recall by entity type and difficulty, with identity shortcuts excluded from model inputs.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-11","route":"/datasets/temporal-consistency-benchmark","title":"Temporal Consistency Evaluation","primaryQuestion":"Does an AI keep its answers consistent with one another and with the supplied timeline when asked related questions about the same synthetic life?","existingQuestionIds":["ai-11-q1","ai-11-q2","ai-11-q3","ai-11-q4"],"designListedQuestionIds":["ai-11-q1","ai-11-q2","ai-11-q3","ai-11-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-11-q1","ai-11-q2","ai-11-q3","ai-11-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-11-q1","ai-11-q2","ai-11-q3","ai-11-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Evaluate linked question sets for contradictions, impossible event ordering and use of future information; test consistency alongside factual accuracy.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Does an AI keep its answers consistent with one another and with the supplied timeline when asked related questions about the same synthetic life?","originalStudyDesign":"Evaluate linked question sets for contradictions, impossible event ordering and use of future information; test consistency alongside factual accuracy.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-12","route":"/datasets/graph-rag-evaluation-dataset","title":"Graph-RAG Retrieval & Answer Evaluation","primaryQuestion":"Does graph-based retrieval improve evidence coverage and answer accuracy over a matched non-graph baseline for questions spanning households, businesses, employment and finance?","existingQuestionIds":["ai-12-q1","ai-12-q2","ai-12-q3","ai-12-q4"],"designListedQuestionIds":["ai-12-q1","ai-12-q2","ai-12-q3","ai-12-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-12-q1","ai-12-q2","ai-12-q3","ai-12-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-12-q1","ai-12-q2","ai-12-q3","ai-12-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"Question with a dated graph / corpus snapshot","entityScope":"Multi-entity graph","cohortRules":"Use reviewed questions with allowed source records and adjudicated evidence paths; retain cases requiring an insufficient-evidence answer.","observationAnchor":"Question-specific as-of date","outcome":"Retrieval evidence coverage, grounded answer accuracy, unsupported-claim rate and evaluation cost.","sourceFields":[],"joins":[],"asOfRule":"Retrieval may use only source records and relationships valid and available at the question's as-of date.","followup":"Treat missing or unverified evidence as insufficient evidence; absence of a relationship is not proof of a negative fact."},"knownGaps":["Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Hold the corpus, questions and language model constant; compare retrieval coverage, grounded answer accuracy and query cost using reviewed evidence paths.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Does graph-based retrieval improve evidence coverage and answer accuracy over a matched non-graph baseline for questions spanning households, businesses, employment and finance?","originalStudyDesign":"Hold the corpus, questions and language model constant; compare retrieval coverage, grounded answer accuracy and query cost using reviewed evidence paths.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-13","route":"/datasets/agent-based-citizen-simulation","title":"Resident Context for Agent Simulation","primaryQuestion":"Can a simulated agent maintain a consistent resident state and update its actions when supplied household, employment and financial circumstances change?","existingQuestionIds":["ai-13-q1","ai-13-q2","ai-13-q3","ai-13-q4"],"designListedQuestionIds":["ai-13-q1","ai-13-q2","ai-13-q3","ai-13-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-13-q1","ai-13-q2","ai-13-q3","ai-13-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-13-q1","ai-13-q2","ai-13-q3","ai-13-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Specify scenario events, permitted actions and behavioral rules separately from source records; evaluate state tracking, rule adherence and reproducibility.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can a simulated agent maintain a consistent resident state and update its actions when supplied household, employment and financial circumstances change?","originalStudyDesign":"Specify scenario events, permitted actions and behavioral rules separately from source records; evaluate state tracking, rule adherence and reproducibility.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-14","route":"/datasets/ai-urban-planning-assistant","title":"Can a planning assistant explain a city’s trade-offs?","primaryQuestion":"Can an AI compare defined housing and transport planning options using linked land and construction evidence, while separating recorded facts from scenario assumptions?","existingQuestionIds":["land-6","transport-10","ai-14-q1","ai-14-q2","ai-14-q3","ai-14-q4"],"designListedQuestionIds":["land-6","transport-10","ai-14-q1","ai-14-q2","ai-14-q3","ai-14-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":6,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-6","transport-10","ai-14-q1","ai-14-q2","ai-14-q3","ai-14-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-6","transport-10","ai-14-q1","ai-14-q2","ai-14-q3","ai-14-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Area + system","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Provide common scenarios and reference evidence; score factual support, coverage of competing considerations and unsupported claims about future effects.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI compare defined housing and transport planning options using linked land and construction evidence, while separating recorded facts from scenario assumptions?","originalStudyDesign":"Provide common scenarios and reference evidence; score factual support, coverage of competing considerations and unsupported claims about future effects.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-15","route":"/datasets/synthetic-customer-support-scenarios","title":"Can a support agent answer without inventing customer facts?","primaryQuestion":"Can a support agent answer questions about a synthetic household's housing, utility and financial records while identifying missing information and avoiding invented customer facts?","existingQuestionIds":["utilities-12","ai-15-q1","ai-15-q2","ai-15-q3","ai-15-q4"],"designListedQuestionIds":["utilities-12","ai-15-q1","ai-15-q2","ai-15-q3","ai-15-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["utilities-12","ai-15-q1","ai-15-q2","ai-15-q3","ai-15-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["utilities-12","ai-15-q1","ai-15-q2","ai-15-q3","ai-15-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household + account","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Score answer support, numerical accuracy and appropriate abstention across answerable and unanswerable cases; distinguish missing records from negative facts.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can a support agent answer questions about a synthetic household's housing, utility and financial records while identifying missing information and avoiding invented customer facts?","originalStudyDesign":"Score answer support, numerical accuracy and appropriate abstention across answerable and unanswerable cases; distinguish missing records from negative facts.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-16","route":"/datasets/explainable-outcome-generation","title":"Evidence-Based Outcome Explanation","primaryQuestion":"Can an AI explain a recorded education, employment or financial outcome by citing relevant earlier events and clearly separating evidence from possible explanations?","existingQuestionIds":["ai-16-q1","ai-16-q2","ai-16-q3","ai-16-q4"],"designListedQuestionIds":["ai-16-q1","ai-16-q2","ai-16-q3","ai-16-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-16-q1","ai-16-q2","ai-16-q3","ai-16-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-16-q1","ai-16-q2","ai-16-q3","ai-16-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use reviewed relevant facts and known outcomes; score evidence selection, temporal relevance and unsupported causal claims separately from readability.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI explain a recorded education, employment or financial outcome by citing relevant earlier events and clearly separating evidence from possible explanations?","originalStudyDesign":"Use reviewed relevant facts and known outcomes; score evidence selection, temporal relevance and unsupported causal claims separately from readability.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-17","route":"/datasets/legal-reasoning-benchmark","title":"Grounded Commercial Case Reasoning","primaryQuestion":"Can an AI connect contract obligations, construction events and dispute claims into a supported case analysis while identifying conflicting or missing evidence?","existingQuestionIds":["ai-17-q1","ai-17-q2","ai-17-q3","ai-17-q4"],"designListedQuestionIds":["ai-17-q1","ai-17-q2","ai-17-q3","ai-17-q4"],"proposedQuestionIds":["law-009","law-016","law-017","law-029","law-039","law-047","law-061","law-067","law-073","law-079","law-082","law-087","law-088","law-089","law-090","law-091","law-092","law-093","law-097","law-103","law-104","law-128","law-130","law-appeals-operative"],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":true,"referenceIdentifier":"SD-LAW-APPEALS-V1","associatedQuestionIds":["ai-17-q1","ai-17-q2","ai-17-q3","ai-17-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-17-q1","ai-17-q2","ai-17-q3","ai-17-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":{"identifier":"SD-LAW-APPEALS-V1","cityIds":["nairobi"],"verifiedLocalDataIdentity":true,"isQuestionCertification":false},"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":true,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Case + document","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use reviewed issue-to-evidence links and reference findings; score retrieval and reasoning separately, without treating a generated analysis as a legal determination.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI connect contract obligations, construction events and dispute claims into a supported case analysis while identifying conflicting or missing evidence?","originalStudyDesign":"Use reviewed issue-to-evidence links and reference findings; score retrieval and reasoning separately, without treating a generated analysis as a legal determination.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-18","route":"/datasets/arbitration-document-qa","title":"Arbitration Document Question Answering","primaryQuestion":"Can an AI answer questions across synthetic arbitration documents by correctly linking parties, claims, contract terms and recorded awards, with citations for each answer?","existingQuestionIds":["ai-18-q1","ai-18-q2","ai-18-q3","ai-18-q4"],"designListedQuestionIds":["ai-18-q1","ai-18-q2","ai-18-q3","ai-18-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-18-q1","ai-18-q2","ai-18-q3","ai-18-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-18-q1","ai-18-q2","ai-18-q3","ai-18-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Case + document","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Verify that a document corpus and reviewed answers are included; score extraction, cross-document identity, cited support and appropriate abstention.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI answer questions across synthetic arbitration documents by correctly linking parties, claims, contract terms and recorded awards, with citations for each answer?","originalStudyDesign":"Verify that a document corpus and reviewed answers are included; score extraction, cross-document identity, cited support and appropriate abstention.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-19","route":"/datasets/contract-dispute-copilot-testing","title":"Contract Dispute Copilot Evaluation","primaryQuestion":"Can a copilot turn connected contract and dispute records into a traceable case summary that separates obligations, allegations, supporting evidence and recorded outcomes?","existingQuestionIds":["ai-19-q1","ai-19-q2","ai-19-q3","ai-19-q4"],"designListedQuestionIds":["ai-19-q1","ai-19-q2","ai-19-q3","ai-19-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-19-q1","ai-19-q2","ai-19-q3","ai-19-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-19-q1","ai-19-q2","ai-19-q3","ai-19-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Case + document","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use reference issue lists and timelines; score omissions, attribution, factual support and whether disputed claims are incorrectly presented as established facts.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can a copilot turn connected contract and dispute records into a traceable case summary that separates obligations, allegations, supporting evidence and recorded outcomes?","originalStudyDesign":"Use reference issue lists and timelines; score omissions, attribution, factual support and whether disputed claims are incorrectly presented as established facts.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"ai-20","route":"/datasets/cross-domain-hallucination-benchmark","title":"Grounding & Hallucination Evaluation","primaryQuestion":"Can an AI distinguish supported, contradicted and unanswerable claims across connected synthetic life records while preserving identity and temporal context?","existingQuestionIds":["ai-20-q1","ai-20-q2","ai-20-q3","ai-20-q4"],"designListedQuestionIds":["ai-20-q1","ai-20-q2","ai-20-q3","ai-20-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-20-q1","ai-20-q2","ai-20-q3","ai-20-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["ai-20-q1","ai-20-q2","ai-20-q3","ai-20-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident + linked events","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Build reviewed claim labels with missing and conflicting evidence cases; report unsupported-claim rate, contradiction detection and abstention accuracy by error type.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Can an AI distinguish supported, contradicted and unanswerable claims across connected synthetic life records while preserving identity and temporal context?","originalStudyDesign":"Build reviewed claim labels with missing and conflicting evidence cases; report unsupported-claim rate, contradiction detection and abstention accuracy by error type.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-01","route":"/datasets/does-education-improve-long-term-earnings","title":"Education pathways and later earnings","primaryQuestion":"How do subsequent employment and earnings trajectories differ across education pathways among people in comparable age and completion cohorts?","existingQuestionIds":["education-11","education-12","employment-2","research-01-q1","research-01-q2","research-01-q3","research-01-q4"],"designListedQuestionIds":["education-11","education-12","employment-2","research-01-q1","research-01-q2","research-01-q3","research-01-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-11","education-12","employment-2","research-01-q1","research-01-q2","research-01-q3","research-01-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-11","education-12","employment-2","research-01-q1","research-01-q2","research-01-q3","research-01-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Align follow-up from completion; state earnings units, price basis and missingness, and separate within-cohort associations from causal interpretations.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do subsequent employment and earnings trajectories differ across education pathways among people in comparable age and completion cohorts?","originalStudyDesign":"Align follow-up from completion; state earnings units, price basis and missingness, and separate within-cohort associations from causal interpretations.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-02","route":"/datasets/what-drives-youth-unemployment","title":"Youth pathways into employment","primaryQuestion":"Which education, work-gap and household pathways are associated with earlier entry into recorded employment among young people?","existingQuestionIds":["employment-3","research-02-q1","research-02-q2","research-02-q3","research-02-q4"],"designListedQuestionIds":["employment-3","research-02-q1","research-02-q2","research-02-q3","research-02-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-3","research-02-q1","research-02-q2","research-02-q3","research-02-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-3","research-02-q1","research-02-q2","research-02-q3","research-02-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"State the youth age range and starting event; compare transition times and pathway frequencies while retaining those without an observed employment entry.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Which education, work-gap and household pathways are associated with earlier entry into recorded employment among young people?","originalStudyDesign":"State the youth age range and starting event; compare transition times and pathway frequencies while retaining those without an observed employment entry.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-03","route":"/datasets/how-persistent-is-intergenerational-inequality","title":"Intergenerational Opportunity & Inequality","primaryQuestion":"How are parents' education and household financial circumstances associated with the education, employment and income trajectories of their linked children?","existingQuestionIds":["research-03-q1","research-03-q2","research-03-q3","research-03-q4"],"designListedQuestionIds":["research-03-q1","research-03-q2","research-03-q3","research-03-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-03-q1","research-03-q2","research-03-q3","research-03-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-03-q1","research-03-q2","research-03-q3","research-03-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use verified parent-child links and age-aligned comparisons; distinguish parental context during childhood from household circumstances observed only later.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How are parents' education and household financial circumstances associated with the education, employment and income trajectories of their linked children?","originalStudyDesign":"Use verified parent-child links and age-aligned comparisons; distinguish parental context during childhood from household circumstances observed only later.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-04","route":"/datasets/how-does-parental-income-affect-education","title":"Household finances and education participation","primaryQuestion":"How are changes in household financial circumstances associated with children's enrolment, progression and completion across successive education stages?","existingQuestionIds":["education-2","education-7","education-8","education-9","research-04-q1","research-04-q2","research-04-q3","research-04-q4"],"designListedQuestionIds":["education-2","education-7","education-8","education-9","research-04-q1","research-04-q2","research-04-q3","research-04-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":8,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-2","education-7","education-8","education-9","research-04-q1","research-04-q2","research-04-q3","research-04-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-2","education-7","education-8","education-9","research-04-q1","research-04-q2","research-04-q3","research-04-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Link household context to the child's age and observation date; distinguish an unobserved outcome from non-participation or failure to progress.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How are changes in household financial circumstances associated with children's enrolment, progression and completion across successive education stages?","originalStudyDesign":"Link household context to the child's age and observation date; distinguish an unobserved outcome from non-participation or failure to progress.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-05","route":"/datasets/what-determines-household-economic-mobility","title":"Household Economic Mobility Over Time","primaryQuestion":"How often do households move up or down the income distribution, how persistent are those moves, and which employment or composition changes coincide with them?","existingQuestionIds":["employment-11","research-05-q1","research-05-q2","research-05-q3","research-05-q4"],"designListedQuestionIds":["employment-11","research-05-q1","research-05-q2","research-05-q3","research-05-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-11","research-05-q1","research-05-q2","research-05-q3","research-05-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-11","research-05-q1","research-05-q2","research-05-q3","research-05-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Specify income measures, rank reference populations and observation intervals; distinguish relative rank mobility from changes in absolute household resources.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How often do households move up or down the income distribution, how persistent are those moves, and which employment or composition changes coincide with them?","originalStudyDesign":"Specify income measures, rank reference populations and observation intervals; distinguish relative rank mobility from changes in absolute household resources.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-06","route":"/datasets/how-does-marriage-affect-household-finances","title":"Household Formation & Financial Change","primaryQuestion":"How do household income and employment patterns change before and after recorded marriage or household-formation events?","existingQuestionIds":["research-06-q1","research-06-q2","research-06-q3","research-06-q4"],"designListedQuestionIds":["research-06-q1","research-06-q2","research-06-q3","research-06-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-06-q1","research-06-q2","research-06-q3","research-06-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-06-q1","research-06-q2","research-06-q3","research-06-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use event-aligned periods and documented household membership; account for household-size changes and report associations without attributing them automatically to marriage.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do household income and employment patterns change before and after recorded marriage or household-formation events?","originalStudyDesign":"Use event-aligned periods and documented household membership; account for household-size changes and report associations without attributing them automatically to marriage.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-07","route":"/datasets/what-influences-female-labour-force-participation","title":"Household context and women's employment","primaryQuestion":"How do women's employment entry, continuity and return-to-work patterns vary with education, age and changes in household composition?","existingQuestionIds":["employment-7","research-07-q1","research-07-q2","research-07-q3","research-07-q4"],"designListedQuestionIds":["employment-7","research-07-q1","research-07-q2","research-07-q3","research-07-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-7","research-07-q1","research-07-q2","research-07-q3","research-07-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-7","research-07-q1","research-07-q2","research-07-q3","research-07-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Compare age and education cohorts using dated household context; identify recorded employment coverage and avoid treating every work gap as non-participation.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do women's employment entry, continuity and return-to-work patterns vary with education, age and changes in household composition?","originalStudyDesign":"Compare age and education cohorts using dated household context; identify recorded employment coverage and avoid treating every work gap as non-participation.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-08","route":"/datasets/what-predicts-entrepreneurship","title":"Pathways into Entrepreneurship","primaryQuestion":"Which education, employment and household sequences precede first recorded business ownership, and how do they differ across age and entry cohorts?","existingQuestionIds":["employment-15","research-08-q1","research-08-q2","research-08-q3","research-08-q4"],"designListedQuestionIds":["employment-15","research-08-q1","research-08-q2","research-08-q3","research-08-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-15","research-08-q1","research-08-q2","research-08-q3","research-08-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-15","research-08-q1","research-08-q2","research-08-q3","research-08-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Align histories on first observed ownership; distinguish business formation from acquiring an existing business where the release supports that distinction.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Which education, employment and household sequences precede first recorded business ownership, and how do they differ across age and entry cohorts?","originalStudyDesign":"Align histories on first observed ownership; distinguish business formation from acquiring an existing business where the release supports that distinction.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-09","route":"/datasets/which-factors-influence-business-survival","title":"Business Survival & Growth Trajectories","primaryQuestion":"How do business survival and growth trajectories differ with initial financial, workforce and land circumstances across comparable formation cohorts?","existingQuestionIds":["research-09-q1","research-09-q2","research-09-q3","research-09-q4"],"designListedQuestionIds":["research-09-q1","research-09-q2","research-09-q3","research-09-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-09-q1","research-09-q2","research-09-q3","research-09-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-09-q1","research-09-q2","research-09-q3","research-09-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Business-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use age-since-formation comparisons and defined scale measures; preserve closed firms and firms with incomplete histories to limit survivor-only comparisons.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do business survival and growth trajectories differ with initial financial, workforce and land circumstances across comparable formation cohorts?","originalStudyDesign":"Use age-since-formation comparisons and defined scale measures; preserve closed firms and firms with incomplete histories to limit survivor-only comparisons.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-10","route":"/datasets/how-does-unemployment-affect-health","title":"Work gaps and subsequent healthcare use","primaryQuestion":"How do recorded healthcare visits and care settings change before, during and after employment gaps across comparable age and household groups?","existingQuestionIds":["health-12","health-13","insurance-3","research-10-q1","research-10-q2","research-10-q3","research-10-q4"],"designListedQuestionIds":["health-12","health-13","insurance-3","research-10-q1","research-10-q2","research-10-q3","research-10-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-12","health-13","insurance-3","research-10-q1","research-10-q2","research-10-q3","research-10-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-12","health-13","insurance-3","research-10-q1","research-10-q2","research-10-q3","research-10-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Align on gap start and end; compare equivalent observation periods and baseline care histories, without interpreting temporal order alone as a causal effect.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do recorded healthcare visits and care settings change before, during and after employment gaps across comparable age and household groups?","originalStudyDesign":"Align on gap start and end; compare equivalent observation periods and baseline care histories, without interpreting temporal order alone as a causal effect.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-11","route":"/datasets/how-does-income-affect-healthcare-use","title":"Income, coverage and healthcare use","primaryQuestion":"How do the frequency and settings of recorded healthcare use vary with household income and insurance continuity over time?","existingQuestionIds":["health-4","health-5","health-6","insurance-3","insurance-5","research-11-q1","research-11-q2","research-11-q3","research-11-q4"],"designListedQuestionIds":["health-4","health-5","health-6","insurance-3","insurance-5","research-11-q1","research-11-q2","research-11-q3","research-11-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":9,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-4","health-5","health-6","insurance-3","insurance-5","research-11-q1","research-11-q2","research-11-q3","research-11-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-4","health-5","health-6","insurance-3","insurance-5","research-11-q1","research-11-q2","research-11-q3","research-11-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use dated income and coverage periods; compare within-person changes and cohort differences while distinguishing missing records from an absence of care.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do the frequency and settings of recorded healthcare use vary with household income and insurance continuity over time?","originalStudyDesign":"Use dated income and coverage periods; compare within-person changes and cohort differences while distinguishing missing records from an absence of care.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-12","route":"/datasets/what-influences-maternal-outcomes","title":"Maternal care pathways and household circumstances","primaryQuestion":"How do the timing and continuity of recorded maternity-care contacts vary with household composition, employment changes and insurance coverage?","existingQuestionIds":["health-7","health-8","health-9","insurance-2","insurance-8","research-12-q1","research-12-q2","research-12-q3","research-12-q4"],"designListedQuestionIds":["health-7","health-8","health-9","insurance-2","insurance-8","research-12-q1","research-12-q2","research-12-q3","research-12-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":9,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-7","health-8","health-9","insurance-2","insurance-8","research-12-q1","research-12-q2","research-12-q3","research-12-q4"],"questionsWithPreservedRestriction":["research-12-q2"],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-7","health-8","health-9","insurance-2","insurance-8","research-12-q1","research-12-q2","research-12-q3","research-12-q4"],"questionsWithPreservedRestriction":["research-12-q2"],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define comparable maternity episodes and milestone windows; describe observed contact sequences separately from inferred adherence or clinical quality.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do the timing and continuity of recorded maternity-care contacts vary with household composition, employment changes and insurance coverage?","originalStudyDesign":"Define comparable maternity episodes and milestone windows; describe observed contact sequences separately from inferred adherence or clinical quality.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-13","route":"/datasets/what-drives-homeownership","title":"What changes before households become homeowners?","primaryQuestion":"Which employment, financial and household changes precede recorded entry into homeownership, and how do these pathways differ across comparable cohorts?","existingQuestionIds":["land-2","research-13-q1","research-13-q2","research-13-q3","research-13-q4"],"designListedQuestionIds":["land-2","research-13-q1","research-13-q2","research-13-q3","research-13-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-2","research-13-q1","research-13-q2","research-13-q3","research-13-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-2","research-13-q1","research-13-q2","research-13-q3","research-13-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Align histories to first observed ownership and comparable baseline non-owners; report prior ownership uncertainty and avoid reading sequence as causation.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Which employment, financial and household changes precede recorded entry into homeownership, and how do these pathways differ across comparable cohorts?","originalStudyDesign":"Align histories to first observed ownership and comparable baseline non-owners; report prior ownership uncertainty and avoid reading sequence as causation.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-14","route":"/datasets/how-does-housing-affect-household-wealth","title":"How do housing tenure and household finances change together?","primaryQuestion":"How are transitions between recorded housing-tenure states associated with changes in household income and employment over time?","existingQuestionIds":["land-3","research-14-q1","research-14-q2","research-14-q3","research-14-q4"],"designListedQuestionIds":["land-3","research-14-q1","research-14-q2","research-14-q3","research-14-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-3","research-14-q1","research-14-q2","research-14-q3","research-14-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-3","research-14-q1","research-14-q2","research-14-q3","research-14-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define tenure states and dated transitions; compare income and employment before and after each transition, using consistent household identities.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How are transitions between recorded housing-tenure states associated with changes in household income and employment over time?","originalStudyDesign":"Define tenure states and dated transitions; compare income and employment before and after each transition, using consistent household identities.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-15","route":"/datasets/what-drives-residential-mobility","title":"What changes before people move home?","primaryQuestion":"Which household, tenure and employment changes most often precede recorded residential moves, and how do those sequences differ by age and household type?","existingQuestionIds":["land-4","research-15-q1","research-15-q2","research-15-q3","research-15-q4"],"designListedQuestionIds":["land-4","research-15-q1","research-15-q2","research-15-q3","research-15-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-4","research-15-q1","research-15-q2","research-15-q3","research-15-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-4","research-15-q1","research-15-q2","research-15-q3","research-15-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Build event-aligned histories at the person or household level, state the chosen unit, and separate repeated moves from duplicate address records.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Which household, tenure and employment changes most often precede recorded residential moves, and how do those sequences differ by age and household type?","originalStudyDesign":"Build event-aligned histories at the person or household level, state the chosen unit, and separate repeated moves from duplicate address records.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-16","route":"/datasets/how-does-transport-access-affect-employment","title":"How is transport access linked to employment?","primaryQuestion":"How are recorded transport access and commuting conditions associated with employment entry, continuity and transitions across household groups?","existingQuestionIds":["employment-8","transport-4","transport-5","research-16-q1","research-16-q2","research-16-q3","research-16-q4"],"designListedQuestionIds":["employment-8","transport-4","transport-5","research-16-q1","research-16-q2","research-16-q3","research-16-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-8","transport-4","transport-5","research-16-q1","research-16-q2","research-16-q3","research-16-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-8","transport-4","transport-5","research-16-q1","research-16-q2","research-16-q3","research-16-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use documented access measures and dated employment spells; distinguish observed commute behavior from accessibility measures and preserve their timing.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How are recorded transport access and commuting conditions associated with employment entry, continuity and transitions across household groups?","originalStudyDesign":"Use documented access measures and dated employment spells; distinguish observed commute behavior from accessibility measures and preserve their timing.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-17","route":"/datasets/how-do-businesses-affect-local-employment","title":"Business Dynamics & Local Employment","primaryQuestion":"How do local business openings, exits and changes in scale coincide with employment growth or contraction across city areas over time?","existingQuestionIds":["employment-13","research-17-q1","research-17-q2","research-17-q3","research-17-q4"],"designListedQuestionIds":["employment-13","research-17-q1","research-17-q2","research-17-q3","research-17-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-13","research-17-q1","research-17-q2","research-17-q3","research-17-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-13","research-17-q1","research-17-q2","research-17-q3","research-17-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Area / business-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define business events and worker-count measures; use consistent area boundaries and distinguish workplace employment from residents' employment.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do local business openings, exits and changes in scale coincide with employment growth or contraction across city areas over time?","originalStudyDesign":"Define business events and worker-count measures; use consistent area boundaries and distinguish workplace employment from residents' employment.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-18","route":"/datasets/how-does-land-ownership-affect-business-growth","title":"How is land access linked to business growth?","primaryQuestion":"How are recorded business-to-land relationships and changes in land use associated with subsequent business expansion and construction activity?","existingQuestionIds":["land-9","land-12","research-18-q1","research-18-q2","research-18-q3","research-18-q4"],"designListedQuestionIds":["land-9","land-12","research-18-q1","research-18-q2","research-18-q3","research-18-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":6,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-9","land-12","research-18-q1","research-18-q2","research-18-q3","research-18-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-9","land-12","research-18-q1","research-18-q2","research-18-q3","research-18-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Business-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Specify whether access means ownership, occupancy or another documented link; require dated links and distinguish later expansion from pre-existing activity.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How are recorded business-to-land relationships and changes in land use associated with subsequent business expansion and construction activity?","originalStudyDesign":"Specify whether access means ownership, occupancy or another documented link; require dated links and distinguish later expansion from pre-existing activity.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-19","route":"/datasets/what-explains-construction-dispute-outcomes","title":"Construction Disputes & Resolution Patterns","primaryQuestion":"How do recorded resolution routes, durations and outcomes vary across construction dispute types, issues and contract circumstances?","existingQuestionIds":["research-19-q1","research-19-q2","research-19-q3","research-19-q4"],"designListedQuestionIds":["research-19-q1","research-19-q2","research-19-q3","research-19-q4"],"proposedQuestionIds":["law-063","law-064","law-065","law-066"],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-19-q1","research-19-q2","research-19-q3","research-19-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-19-q1","research-19-q2","research-19-q3","research-19-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Case-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use valid raised and closed dates, retain unresolved cases, and preserve multiple issues per dispute rather than forcing every case into one issue label.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do recorded resolution routes, durations and outcomes vary across construction dispute types, issues and contract circumstances?","originalStudyDesign":"Use valid raised and closed dates, retain unresolved cases, and preserve multiple issues per dispute rather than forcing every case into one issue label.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-20","route":"/datasets/what-affects-arbitration-award-size","title":"Arbitration Claims & Award Patterns","primaryQuestion":"How do recorded arbitration awards compare with claims across dispute issues, contract characteristics and business contexts?","existingQuestionIds":["research-20-q1","research-20-q2","research-20-q3","research-20-q4"],"designListedQuestionIds":["research-20-q1","research-20-q2","research-20-q3","research-20-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-20-q1","research-20-q2","research-20-q3","research-20-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["research-20-q1","research-20-q2","research-20-q3","research-20-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"Arbitration case with explicitly nested claim components","entityScope":"Case-level","cohortRules":"Define filings within a verified period. Distinguish all filed cases from resolved cases with comparable monetary claims and awards.","observationAnchor":"Case filing date; award or resolution date defines outcome timing","outcome":"Award distributions and award/claim ratios where positive, comparable monetary claims exist.","sourceFields":[],"joins":[],"asOfRule":"Use contract and business circumstances valid at filing. Do not use the later award as a pre-filing explanatory input.","followup":"Agree a closing observation date. Retain unresolved cases and distinguish missing, non-monetary, zero-award and no-award outcomes."},"knownGaps":["Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define monetary and non-monetary outcomes, currency basis and multi-claim cases; distinguish no award, zero award and unavailable award information.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do recorded arbitration awards compare with claims across dispute issues, contract characteristics and business contexts?","originalStudyDesign":"Define monetary and non-monetary outcomes, currency basis and multi-claim cases; distinguish no award, zero award and unavailable award information.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-01","route":"/datasets/who-gets-jobs-after-university","title":"Who finds work after completing education?","primaryQuestion":"Who enters a first recorded job within 12 months of completing education, and how do early career pathways differ by qualification and completion cohort?","existingQuestionIds":["education-10","education-12","employment-1","general-01-q1","general-01-q2","general-01-q3","general-01-q4"],"designListedQuestionIds":["education-10","education-12","employment-1","general-01-q1","general-01-q2","general-01-q3","general-01-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-10","education-12","employment-1","general-01-q1","general-01-q2","general-01-q3","general-01-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-10","education-12","employment-1","general-01-q1","general-01-q2","general-01-q3","general-01-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Provide comparable cohort summaries, time-to-first-job distributions and the share without a recorded job; separate incomplete follow-up from observed non-entry.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Who enters a first recorded job within 12 months of completing education, and how do early career pathways differ by qualification and completion cohort?","originalStudyDesign":"Provide comparable cohort summaries, time-to-first-job distributions and the share without a recorded job; separate incomplete follow-up from observed non-entry.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-02","route":"/datasets/how-do-families-move-out-of-poverty","title":"Household Livelihoods & Income Resilience","primaryQuestion":"How do household income patterns change during recorded employment gaps, and which households return to their earlier income level within the follow-up period?","existingQuestionIds":["general-02-q1","general-02-q2","general-02-q3","general-02-q4"],"designListedQuestionIds":["general-02-q1","general-02-q2","general-02-q3","general-02-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-02-q1","general-02-q2","general-02-q3","general-02-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-02-q1","general-02-q2","general-02-q3","general-02-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define the baseline income measure and recovery window; show unrecovered and incompletely observed households rather than equating missing income with zero.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do household income patterns change during recorded employment gaps, and which households return to their earlier income level within the follow-up period?","originalStudyDesign":"Define the baseline income measure and recovery window; show unrecovered and incompletely observed households rather than equating missing income with zero.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-03","route":"/datasets/how-do-people-form-new-households","title":"Household Formation & Composition","primaryQuestion":"How do household size, age composition and membership change from formation through subsequent recorded household transitions?","existingQuestionIds":["general-03-q1","general-03-q2","general-03-q3","general-03-q4"],"designListedQuestionIds":["general-03-q1","general-03-q2","general-03-q3","general-03-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-03-q1","general-03-q2","general-03-q3","general-03-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-03-q1","general-03-q2","general-03-q3","general-03-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use dated membership to reconstruct composition; separate household formation from a resident's joining date and disclose intervals without membership history.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do household size, age composition and membership change from formation through subsequent recorded household transitions?","originalStudyDesign":"Use dated membership to reconstruct composition; separate household formation from a resident's joining date and disclose intervals without membership history.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-04","route":"/datasets/where-do-people-live-after-marriage","title":"Household Transitions & Residential Choices","primaryQuestion":"How do living arrangements and residential moves change around recorded marriage and household-membership transitions?","existingQuestionIds":["general-04-q1","general-04-q2","general-04-q3","general-04-q4"],"designListedQuestionIds":["general-04-q1","general-04-q2","general-04-q3","general-04-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-04-q1","general-04-q2","general-04-q3","general-04-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-04-q1","general-04-q2","general-04-q3","general-04-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Compare event-aligned residence and household histories; distinguish an address change from a household split and avoid inferring motives for a move.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do living arrangements and residential moves change around recorded marriage and household-membership transitions?","originalStudyDesign":"Compare event-aligned residence and household histories; distinguish an address change from a household split and avoid inferring motives for a move.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-05","route":"/datasets/how-does-income-change-through-adulthood","title":"Earnings & Work Across the Life Course","primaryQuestion":"How do recorded earnings, job continuity and work gaps vary across ages and birth cohorts over the working life?","existingQuestionIds":["employment-10","general-05-q1","general-05-q2","general-05-q3","general-05-q4"],"designListedQuestionIds":["employment-10","general-05-q1","general-05-q2","general-05-q3","general-05-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-10","general-05-q1","general-05-q2","general-05-q3","general-05-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-10","general-05-q1","general-05-q2","general-05-q3","general-05-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Report age profiles alongside cohort-specific trajectories, with consistent earnings periods and explicit treatment of missing, zero and partial-year earnings.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do recorded earnings, job continuity and work gaps vary across ages and birth cohorts over the working life?","originalStudyDesign":"Report age profiles alongside cohort-specific trajectories, with consistent earnings periods and explicit treatment of missing, zero and partial-year earnings.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-06","route":"/datasets/why-do-people-start-businesses","title":"Routes into Business Ownership","primaryQuestion":"What education and employment routes lead up to first recorded business ownership, and how common is each route across entry cohorts?","existingQuestionIds":["employment-15","general-06-q1","general-06-q2","general-06-q3","general-06-q4"],"designListedQuestionIds":["employment-15","general-06-q1","general-06-q2","general-06-q3","general-06-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-15","general-06-q1","general-06-q2","general-06-q3","general-06-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-15","general-06-q1","general-06-q2","general-06-q3","general-06-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Provide pathway frequencies and time between transitions; define first observed ownership and distinguish absent education or work records from no prior experience.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"What education and employment routes lead up to first recorded business ownership, and how common is each route across entry cohorts?","originalStudyDesign":"Provide pathway frequencies and time between transitions; define first observed ownership and distinguish absent education or work records from no prior experience.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-07","route":"/datasets/how-do-small-businesses-grow","title":"Small Business Growth & Hiring","primaryQuestion":"How do employee counts and recorded financial scale change as small businesses grow, remain stable or contract over time?","existingQuestionIds":["employment-13","general-07-q1","general-07-q2","general-07-q3","general-07-q4"],"designListedQuestionIds":["employment-13","general-07-q1","general-07-q2","general-07-q3","general-07-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-13","general-07-q1","general-07-q2","general-07-q3","general-07-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-13","general-07-q1","general-07-q2","general-07-q3","general-07-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Business-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define small-business eligibility at baseline and keep scale measures consistent; report workforce changes alongside observed business exits and partial histories.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do employee counts and recorded financial scale change as small businesses grow, remain stable or contract over time?","originalStudyDesign":"Define small-business eligibility at baseline and keep scale measures consistent; report workforce changes alongside observed business exits and partial histories.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-08","route":"/datasets/what-determines-household-spending-power","title":"Household Income & Purchasing-Power Context","primaryQuestion":"How do household income and employment stability vary across household types, and how do explicitly defined affordability assumptions change the resulting market segments?","existingQuestionIds":["insurance-4","general-08-q1","general-08-q2","general-08-q3","general-08-q4"],"designListedQuestionIds":["insurance-4","general-08-q1","general-08-q2","general-08-q3","general-08-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["insurance-4","general-08-q1","general-08-q2","general-08-q3","general-08-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["insurance-4","general-08-q1","general-08-q2","general-08-q3","general-08-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Publish income units, household-size adjustments and assumed costs; distinguish modeled affordability segments from observed purchases or disposable income.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do household income and employment stability vary across household types, and how do explicitly defined affordability assumptions change the resulting market segments?","originalStudyDesign":"Publish income units, household-size adjustments and assumed costs; distinguish modeled affordability segments from observed purchases or disposable income.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-09","route":"/datasets/who-can-afford-housing","title":"Which households face the greatest housing-cost pressure?","primaryQuestion":"How does housing cost as a share of household income vary across tenure types, household sizes and employment circumstances?","existingQuestionIds":["land-1","general-09-q1","general-09-q2","general-09-q3","general-09-q4"],"designListedQuestionIds":["land-1","general-09-q1","general-09-q2","general-09-q3","general-09-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-1","general-09-q1","general-09-q2","general-09-q3","general-09-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-1","general-09-q1","general-09-q2","general-09-q3","general-09-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Publish the burden measure and observation period; show sensitivity to thresholds and explicitly handle zero or unknown household income.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How does housing cost as a share of household income vary across tenure types, household sizes and employment circumstances?","originalStudyDesign":"Publish the burden measure and observation period; show sensitivity to thresholds and explicitly handle zero or unknown household income.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-10","route":"/datasets/who-has-access-to-healthcare","title":"How do people use healthcare?","primaryQuestion":"How do recorded healthcare visit frequency and care settings differ across life stages, household types and insurance-coverage groups?","existingQuestionIds":["health-1","health-2","health-5","health-14","insurance-1","insurance-7","general-10-q1","general-10-q2","general-10-q3","general-10-q4"],"designListedQuestionIds":["health-1","health-2","health-5","health-14","insurance-1","insurance-7","general-10-q1","general-10-q2","general-10-q3","general-10-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":10,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-1","health-2","health-5","health-14","insurance-1","insurance-7","general-10-q1","general-10-q2","general-10-q3","general-10-q4"],"questionsWithPreservedRestriction":["health-2"],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["health-1","health-2","health-5","health-14","insurance-1","insurance-7","general-10-q1","general-10-q2","general-10-q3","general-10-q4"],"questionsWithPreservedRestriction":["health-2"],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"Observable resident-period with linked encounters","entityScope":"Resident-level","cohortRules":"Define a resident roster and observable intervals, including people without recorded encounters. Agree age, household and coverage group definitions.","observationAnchor":"Agreed observation-window start; context matched to encounter dates","outcome":"Recorded encounter counts, rates per observed time and care-setting mix.","sourceFields":[],"joins":[],"asOfRule":"Match household membership and coverage to the date of each encounter or resident-period; retain unknown context.","followup":"Agree the observation window and exposure time. Retain incomplete observation, repeated users and unknown settings or coverage."},"knownGaps":["Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Show counts and rates with explicit observation periods and denominators; identify repeat users and preserve unknown coverage or care-setting values.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do recorded healthcare visit frequency and care settings differ across life stages, household types and insurance-coverage groups?","originalStudyDesign":"Show counts and rates with explicit observation periods and denominators; identify repeat users and preserve unknown coverage or care-setting values.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-11","route":"/datasets/who-has-access-to-education","title":"Who participates and progresses in education?","primaryQuestion":"How do enrolment, progression and completion differ by age, education stage and household circumstances across successive cohorts?","existingQuestionIds":["education-1","education-2","education-4","education-5","general-11-q1","general-11-q2","general-11-q3","general-11-q4"],"designListedQuestionIds":["education-1","education-2","education-4","education-5","general-11-q1","general-11-q2","general-11-q3","general-11-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":8,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-1","education-2","education-4","education-5","general-11-q1","general-11-q2","general-11-q3","general-11-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["education-1","education-2","education-4","education-5","general-11-q1","general-11-q2","general-11-q3","general-11-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use stage-specific denominators and separate ongoing study, completion, interruption and unknown outcome where the records support those distinctions.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do enrolment, progression and completion differ by age, education stage and household circumstances across successive cohorts?","originalStudyDesign":"Use stage-specific denominators and separate ongoing study, completion, interruption and unknown outcome where the records support those distinctions.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-12","route":"/datasets/how-do-people-commute-to-work","title":"How do people’s home and work lives shape their commute?","primaryQuestion":"How do recorded commuting patterns differ by household circumstances and employment spells, and how do they change around moves or job transitions?","existingQuestionIds":["employment-8","transport-2","transport-3","general-12-q1","general-12-q2","general-12-q3","general-12-q4"],"designListedQuestionIds":["employment-8","transport-2","transport-3","general-12-q1","general-12-q2","general-12-q3","general-12-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":7,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-8","transport-2","transport-3","general-12-q1","general-12-q2","general-12-q3","general-12-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["employment-8","transport-2","transport-3","general-12-q1","general-12-q2","general-12-q3","general-12-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Resident / trip-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Compare only supplied commute measures, such as mode or duration where present; align home and workplace context to the journey observation date.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do recorded commuting patterns differ by household circumstances and employment spells, and how do they change around moves or job transitions?","originalStudyDesign":"Compare only supplied commute measures, such as mode or duration where present; align home and workplace context to the journey observation date.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-13","route":"/datasets/what-drives-household-energy-demand","title":"Which household and housing patterns shape energy demand?","primaryQuestion":"How does recorded energy consumption vary with dwelling characteristics, occupancy and household composition across comparable billing periods?","existingQuestionIds":["energy-2","energy-3","general-13-q1","general-13-q2","general-13-q3","general-13-q4"],"designListedQuestionIds":["energy-2","energy-3","general-13-q1","general-13-q2","general-13-q3","general-13-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":6,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["energy-2","energy-3","general-13-q1","general-13-q2","general-13-q3","general-13-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["energy-2","energy-3","general-13-q1","general-13-q2","general-13-q3","general-13-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Household-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Normalize for billing-period length and document meter coverage; distinguish household-level consumption from shared-meter or dwelling-level readings.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How does recorded energy consumption vary with dwelling characteristics, occupancy and household composition across comparable billing periods?","originalStudyDesign":"Normalize for billing-period length and document meter coverage; distinguish household-level consumption from shared-meter or dwelling-level readings.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-14","route":"/datasets/how-does-a-city-population-change-over-time","title":"How are people and households changing across the city?","primaryQuestion":"How do population age structure, household composition and housing tenure change across city areas and successive observation years?","existingQuestionIds":["land-5","general-14-q1","general-14-q2","general-14-q3","general-14-q4"],"designListedQuestionIds":["land-5","general-14-q1","general-14-q2","general-14-q3","general-14-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":5,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-5","general-14-q1","general-14-q2","general-14-q3","general-14-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-5","general-14-q1","general-14-q2","general-14-q3","general-14-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Area / population-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use consistent geographic boundaries and population definitions; distinguish modeled historical changes from changes in record coverage or snapshot basis.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do population age structure, household composition and housing tenure change across city areas and successive observation years?","originalStudyDesign":"Use consistent geographic boundaries and population definitions; distinguish modeled historical changes from changes in record coverage or snapshot basis.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-15","route":"/datasets/where-does-economic-activity-concentrate","title":"Local Markets & Economic Concentration","primaryQuestion":"Where do business activity, employment and residential populations concentrate, and how do those patterns differ across city areas and observation periods?","existingQuestionIds":["general-15-q1","general-15-q2","general-15-q3","general-15-q4"],"designListedQuestionIds":["general-15-q1","general-15-q2","general-15-q3","general-15-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-15-q1","general-15-q2","general-15-q3","general-15-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-15-q1","general-15-q2","general-15-q3","general-15-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Area / population-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use explicit counts or density denominators and stable geographic units; separate business locations, workplaces and homes rather than assuming co-location.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Where do business activity, employment and residential populations concentrate, and how do those patterns differ across city areas and observation periods?","originalStudyDesign":"Use explicit counts or density denominators and stable geographic units; separate business locations, workplaces and homes rather than assuming co-location.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-16","route":"/datasets/how-does-land-move-into-development","title":"What happens before land moves into development?","primaryQuestion":"Which ownership and land-use changes precede recorded construction starts, and what connected business activity appears along those parcel histories?","existingQuestionIds":["land-8","land-12","general-16-q1","general-16-q2","general-16-q3","general-16-q4"],"designListedQuestionIds":["land-8","land-12","general-16-q1","general-16-q2","general-16-q3","general-16-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":6,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-8","land-12","general-16-q1","general-16-q2","general-16-q3","general-16-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["land-8","land-12","general-16-q1","general-16-q2","general-16-q3","general-16-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Parcel / project-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Trace parcel-to-project and business links; show permit, start and completion dates separately and retain parcels without observed construction starts.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"Which ownership and land-use changes precede recorded construction starts, and what connected business activity appears along those parcel histories?","originalStudyDesign":"Trace parcel-to-project and business links; show permit, start and completion dates separately and retain parcels without observed construction starts.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-17","route":"/datasets/why-do-businesses-choose-particular-locations","title":"Business Location & Land Context","primaryQuestion":"How do business sectors and workforce sizes vary across locations with different recorded land-use and parcel characteristics?","existingQuestionIds":["general-17-q1","general-17-q2","general-17-q3","general-17-q4"],"designListedQuestionIds":["general-17-q1","general-17-q2","general-17-q3","general-17-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-17-q1","general-17-q2","general-17-q3","general-17-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-17-q1","general-17-q2","general-17-q3","general-17-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Business-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Use documented business-to-land or area links, state geographic resolution and distinguish a firm's operating location from its owner's residence.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do business sectors and workforce sizes vary across locations with different recorded land-use and parcel characteristics?","originalStudyDesign":"Use documented business-to-land or area links, state geographic resolution and distinguish a firm's operating location from its owner's residence.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-18","route":"/datasets/what-creates-construction-project-risk","title":"Construction Delivery & Dispute Risk Context","primaryQuestion":"How do recorded project delays, cost differences and business circumstances vary between construction projects with and without linked disputes?","existingQuestionIds":["general-18-q1","general-18-q2","general-18-q3","general-18-q4"],"designListedQuestionIds":["general-18-q1","general-18-q2","general-18-q3","general-18-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-18-q1","general-18-q2","general-18-q3","general-18-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-18-q1","general-18-q2","general-18-q3","general-18-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Parcel / project-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Define delay and cost measures from released fields; use direct project-dispute links and keep completed and ongoing project comparisons separate.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do recorded project delays, cost differences and business circumstances vary between construction projects with and without linked disputes?","originalStudyDesign":"Define delay and cost measures from released fields; use direct project-dispute links and keep completed and ongoing project comparisons separate.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-19","route":"/datasets/how-do-dispute-resolution-methods-compare","title":"Commercial Dispute Resolution Comparison","primaryQuestion":"How do recorded case duration, status and outcomes differ across commercial dispute-resolution routes and dispute types?","existingQuestionIds":["general-19-q1","general-19-q2","general-19-q3","general-19-q4"],"designListedQuestionIds":["general-19-q1","general-19-q2","general-19-q3","general-19-q4"],"proposedQuestionIds":["law-001","law-002","law-003","law-005","law-007","law-010","law-011","law-012","law-018","law-019","law-020","law-021","law-024","law-025","law-026","law-027","law-028","law-031","law-032","law-033","law-034","law-035","law-036","law-050","law-051","law-054","law-055","law-094","law-095","law-096","law-098","law-099","law-100","law-101","law-119","law-121","law-122","law-123","law-124","law-125"],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-19-q1","general-19-q2","general-19-q3","general-19-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-19-q1","general-19-q2","general-19-q3","general-19-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Case-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Compare similar case cohorts and observation windows; retain open cases and avoid ranking route effectiveness from unadjusted outcome differences alone.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do recorded case duration, status and outcomes differ across commercial dispute-resolution routes and dispute types?","originalStudyDesign":"Compare similar case cohorts and observation windows; retain open cases and avoid ranking route effectiveness from unadjusted outcome differences alone.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"general-20","route":"/datasets/what-do-arbitration-outcomes-look-like","title":"Arbitration Outcomes & Commercial Context","primaryQuestion":"How do recorded arbitration outcomes vary across business profiles, contract circumstances and linked construction-project characteristics?","existingQuestionIds":["general-20-q1","general-20-q2","general-20-q3","general-20-q4"],"designListedQuestionIds":["general-20-q1","general-20-q2","general-20-q3","general-20-q4"],"proposedQuestionIds":[],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":4,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-20-q1","general-20-q2","general-20-q3","general-20-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."},"lagos":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":false,"referenceIdentifier":null,"associatedQuestionIds":["general-20-q1","general-20-q2","general-20-q3","general-20-q4"],"questionsWithPreservedRestriction":[],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":null,"previewScope":{"kind":"illustrative","rows":15,"actualReferenceIsSeparate":false,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"unverified","entityScope":"Case-level","cohortRules":"To confirm: eligible units, exclusions, sampling and repeat-record handling.","observationAnchor":"unverified","outcome":"To confirm: an observable outcome and its unit for the stated research question.","sourceFields":[],"joins":[],"asOfRule":"Use only evidence valid and available at the agreed anchor; do not use later outcomes as features.","followup":"Agree follow-up and retain incomplete observation as censored or unknown."},"knownGaps":["Exact analytical grain remains unverified; catalogue entity scope is not a row-level study grain.","Exact outcome/task operationalization remains to be agreed.","Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"matched_original_editorial_baseline","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Provide descriptive case breakdowns with clear denominators and unresolved-case counts; distinguish case outcomes from monetary award analysis in RESEARCH-20.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":"How do recorded arbitration outcomes vary across business profiles, contract circumstances and linked construction-project characteristics?","originalStudyDesign":"Provide descriptive case breakdowns with clear denominators and unresolved-case counts; distinguish case outcomes from monetary award analysis in RESEARCH-20.","primaryQuestionExact":true,"studyDesignExact":true,"startingPriceExact":true},"publicationRecommendation":"conditional_custom_scope"},{"productId":"research-21","route":"/datasets/telecom-subscriber-journeys-changing-usage","title":"Telecom Subscriber Journeys & Changing Usage","primaryQuestion":"How do subscriber lifecycle state, network usage, recharge and bundle spending, mobility, SIM/device replacement and tariff changes co-evolve through time?","existingQuestionIds":["telecom-panel-coevolution"],"designListedQuestionIds":["telecom-panel-coevolution"],"proposedQuestionIds":["scope-telecom-1","scope-telecom-2","telecom-expanded-1","telecom-expanded-2","telecom-expanded-3","telecom-expanded-4","telecom-expanded-5","telecom-expanded-49","telecom-expanded-50"],"associationValidation":{"forwardReverseExact":true,"allIdsExist":true,"questionCount":1,"questionDesignAssociationMismatchIds":[]},"cityReadiness":{"nairobi":{"status":"custom_order_to_scope_and_validate","existingStatus":"unverified","paidExtractCertified":false,"referenceAvailable":true,"referenceIdentifier":"NRB-TEL-HF-V1","associatedQuestionIds":["telecom-panel-coevolution"],"questionsWithPreservedRestriction":["telecom-panel-coevolution"],"scope":"Reference facts apply only to the named package/city. Custom orders and question readiness remain separately agreed."}},"referenceProfile":{"identifier":"NRB-TEL-HF-V1","cityIds":["nairobi"],"verifiedLocalDataIdentity":true,"isQuestionCertification":false},"previewScope":{"kind":"synthetic research panel","rows":5240,"actualReferenceIsSeparate":true,"samplePaidCertification":false},"requiredEvidence":{"analysisUnit":"Subscriber-month","entityScope":"Subscriber-month","cohortRules":"Use the existing selected Nairobi sample of 100 synthetic subscribers and all their supplied months; preserve the published selection method.","observationAnchor":"ObservationAsOfDate within MonthStart / MonthEnd","outcome":"Co-evolution of recorded subscription state, tariff, usage, spending, mobility and SIM/device changes.","sourceFields":[],"joins":[],"asOfRule":"Use Historical* fields for historical states at the observation cutoff. Keep companion subscriber snapshots separate from historical predictors.","followup":"Account for IsActivationMonth, IsDeactivationMonth and IsCurrentOpenMonth. September 2026 observations stop at 1 September 2026."},"knownGaps":["Product-specific paid schema/join certification not demonstrated.","Legacy readyForDelivery is a catalogue flag; made-to-order availability does not imply an already certified extract."],"earlier80Review":{"status":"later_product_outside_original_review","currentPrimaryQuestionPreserved":true,"currentStudyDesign":"Compare subscribers at consistent observation cutoffs. Retain supplied splits, separate snapshots from history and flag the open September 2026 month. This selected synthetic sample supports neither causal nor population estimates.","originalDocumentInspected":true,"sourceSha256":"7bde8c4464b1eb44a1121c85b44b886d760e63f936600e4a1589d7e2ade1e416","originalQuestion":null,"originalStudyDesign":null,"primaryQuestionExact":null,"studyDesignExact":null,"startingPriceExact":null},"publicationRecommendation":"conditional_custom_scope"}]}