Demographics & Development

Population, development, and community statistics for comparing places and scoping who a product serves.

Choose one geography and one indicator, then document the vintage before using it in a planning tool.

IntermediateLarge

Annual U.S. demographic, housing, social, and economic estimates for building local market-sizing, site-selection, and community comparison tools.

First Project: Screen States for a Service-Market Hypothesis

DemographicsJSON +1Key

BeginnerTiny

The Appalachian Regional Commission's maintained county membership list for building regional comparison and eligibility tools.

First Project: Compare ARC County Membership

DemographicsHTML +1No Key

BeginnerSmall

Census Bureau table-based ACS estimate and margin files for building tract and county housing-context tools.

First Project: Inspect ACS Housing Estimates

DemographicsDATNo Key

BeginnerTiny

Vintage 2025 county population estimates from the U.S. Census Bureau for comparing county sizes and applying population-based eligibility thresholds.

First Project: Inspect Five County Estimates

DemographicsCSVNo Key

IntermediateSmall

U.S. college cost, completion, debt, and earnings statistics for building school-comparison and program-research tools.

First Project: Compare In-State Tuition and Earnings for California Colleges

DemographicsJSON +1Key

IntermediateSmall

Official European statistical series for building country comparison and release-monitoring tools from a bounded Eurostat dataset.

First Project: Track One Country's Monthly Unemployment Rate

DemographicsJSON +2No Key

IntermediateMedium

Country food, agriculture, and land-use statistics for building commodity and food-security comparison tools.

First Project: Track U.S. Wheat Production

DemographicsJSON +2No Key

BeginnerTiny

Country-year internal displacement figures for building humanitarian comparison tools alongside refugee statistics.

First Project: Compare Conflict and Disaster Displacements

DemographicsExcel +1No Key

IntermediateTiny

Public school and district directory records for building local school maps and enrollment-directory tools.

First Project: Map Open Public Schools in One State

DemographicsCSV +1No Key

BeginnerTiny

U.S. occupation titles, skills, and task descriptions for building job-profile and labor-market research tools from published database files.

First Project: Browse Published O*NET Occupation Titles

DemographicsCSV +2No Key

BeginnerSmall

Official UK statistical datasets for building local labour, prices, and population tools from Office for National Statistics.

First Project: Read a UK CPIH Observation

DemographicsJSON +1No Key

IntermediateSmall

Canadian statistical tables for building provincial labour, prices, and population tools from Statistics Canada SDMX.

First Project: Chart a Canadian Labour Vector

DemographicsJSON +2No Key

BeginnerTiny

Cross-national education indicators from the UNESCO Institute for Statistics for building country comparison and SDG 4 monitoring tools.

First Project: Compare Primary Completion for Two Countries

DemographicsJSON +1No Key

BeginnerSmall

Official refugee, asylum-seeker, displacement, statelessness, return, and resettlement statistics for building humanitarian trend and flow tools.

First Project: Compare Displacement Stocks by Origin

DemographicsJSON +1No Key

IntermediateMedium

Official U.S. agricultural survey and census estimates for building commodity and county production monitors.

First Project: Look Up One State's Corn Yield

DemographicsJSON +2Key

BeginnerMedium

Official country health indicators for building life-expectancy, mortality, and coverage comparison tools.

First Project: Chart U.S. Life Expectancy at Birth from GHO

DemographicsJSON +1No Key

IntermediateMedium

Country and regional development indicators spanning economics, health, education, and infrastructure for comparing change over time.

First Project: Compare GDP per Person over Time

DemographicsCSV +2No Key

IntermediateLarge

Country-level high-resolution national population grids for building catchment, coverage, and demographic-denominator tools.

First Project: List Luxembourg's 2020 WorldPop Raster Metadata

DemographicsJSON +1No Key