Machine Learning
Predict the transition from graduation to work
Prototype forecasts of entry into work after education, using connected completion, employment and household histories.
$790USD
Published datasets & study questions
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Showing 1–9 of 81 datasets
Machine Learning
Predict time to return to work
Explore models of the time between one employment spell and the next, with prior work, education and household context.
$790USD
Machine Learning
Household Income Mobility Prediction
Model which synthetic households move between income bands over time, using prior earnings, employment and household context.
$990USD
Machine Learning
Business Survival & Exit Prediction
Develop time-aware models of synthetic business continuity and exit, linking enterprise histories to employment and financial context.
$1,190USD
Machine Learning
Business Growth & Workforce Forecasting
Explore synthetic business growth trajectories and workforce changes with linked finance, employment and location context.
$1,190USD
Machine Learning
Predict interruptions in education
Prototype models of education exits and interruptions using enrolment, progression and household histories.
$790USD
Machine Learning
Predict progression into higher education
Explore progression models that connect education stages with household circumstances and subsequent study or work.
$790USD
Machine Learning
Which households may struggle with housing costs?
Train affordability models with synthetic housing costs, income context, tenure and employment histories. Explore who faces pressure as household circumstances change.
$990USD
Machine Learning
Which households are likely to become homeowners?
Model the move into ownership using synthetic tenure histories, household changes and financial context. Compare the paths that precede a homeownership transition.
$990USD
Start with a question.
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Showing 1–6 of 664 study questions
Health & care · Research
Access and demand
Which age groups and households use different types of healthcare?
Study details
Confirm settings and observation periods; use of recorded care is not a complete measure of access.
Data needed: Dated encounters, Care setting, Age, Household links
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Health & care · Research
Access and demand
Who needs care but is not receiving it?
Study details
Encounters and coverage do not establish unmet need. Absence of an encounter cannot establish lack of access.
Data needed: Reported care need, Unmet-need reasons, Eligible population
Request study artifacts →Custom study · Scope to confirm
Health & care · Research
Access and demand
Where would additional clinic capacity meet the greatest need?
Study details
No listed extract verifies facility capacity or service catchments.
Data needed: Home and facility locations, Facility capacity, Travel times, Service need
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Health & care · Research
Cost and financial protection
How does healthcare use vary across household income levels?
Study details
Confirm income definitions and observation windows; comparisons describe associations.
Data needed: Income periods, Dated encounters, Household links, Coverage context
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Health & care · Research
Cost and financial protection
How does use of care differ between people with and without insurance?
Study details
Confirm coverage dates and benefit scope; a coverage flag does not establish benefit adequacy.
Data needed: Time-specific coverage, Dated encounters, Household context
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Health & care · Research
Cost and financial protection
Which households face the greatest financial strain after paying for healthcare?
Study details
Spending amounts and the relevant hardship measure are not verified; do not label results an official UHC indicator.
Data needed: Out-of-pocket spending, Household consumption or income, Payment dates
Request study artifacts →Custom study · Scope to confirm