Data desk / prototype snapshot

Data and sources

Agent API, schemas and pinned releases

Freshness and reliability register · New tax, time and wellbeing data · Passport power research

The atlas combines World Bank, OECD, ILO and World Happiness Report snapshots retrieved November 1–2, 2026. Inspect freshness, coverage and evidence status. Available time series span 2000–2025; The atlas defaults to the latest available observation for each economy. The experimental composite ranking uses the complete common endpoint 2023.

Coverage: 197 economies with both life expectancy and GDP per person observed for 2023. This is a coverage-filtered atlas, not every country in the world. Other indicators and years may be missing. No values are imputed.
IndicatorSource codeUnit
Life expectancySP.DYN.LE00.INyears
GDP per personNY.GDP.PCAP.PP.KD2021 international $
Electricity accessEG.ELC.ACCS.ZS% of population
Basic drinking waterSH.H2O.BASW.ZS% of population
Basic sanitationSH.STA.BASS.ZS% of population
Clean cooking accessEG.CFT.ACCS.ZS% of population
Food insecuritySN.ITK.MSFI.ZS% of population
Poverty at $3/daySI.POV.DDAY% of population
Income / consumption GiniSI.POV.GINIindex, 0–100
Bottom 20% resource shareSI.DST.FRST.20% of income or consumption
Under-five mortalitySH.DYN.MORTdeaths per 1,000 live births
Maternal mortalitySH.STA.MMRTdeaths per 100,000 live births
Child stuntingSH.STA.STNT.ZS% of children under five
Out-of-pocket health spendingSH.XPD.OOPC.CH.ZS% of current health expenditure
UnemploymentSL.UEM.TOTL.ZS% of labor force
Youth outside work and educationSL.UEM.NEET.ZS% of youth
Internet useIT.NET.USER.ZS% of population
PM2.5 exposureEN.ATM.PM25.MC.M3micrograms per cubic meter
Forest areaAG.LND.FRST.ZS% of land area
Freshwater stressER.H2O.FWST.ZS% of available freshwater resources
Adjusted net savingsNY.ADJ.SVNG.GN.ZS% of GNI
Voice and accountabilityGOV_WGI_VA.SCabsolute score, 0–100
Rule of lawGOV_WGI_RL.SCabsolute score, 0–100
Government effectivenessGOV_WGI_GE.SCabsolute score, 0–100
Control of corruptionGOV_WGI_CC.SCabsolute score, 0–100
Political stabilityGOV_WGI_PV.SCabsolute score, 0–100
Regulatory qualityGOV_WGI_RQ.SCabsolute score, 0–100
Tax revenueGC.TAX.TOTL.GD.ZS% of GDP
Income, profit and capital-gains tax shareGC.TAX.YPKG.RV.ZS% of revenue
Goods and services tax shareGC.TAX.GSRV.RV.ZS% of revenue
International trade tax shareGC.TAX.INTT.RV.ZS% of revenue
Government health spendingSH.XPD.GHED.GD.ZS% of GDP
Government education spendingSE.XPD.TOTL.GD.ZS% of GDP
Intentional homicideVC.IHR.PSRC.P5deaths per 100,000 people
Consumer price inflationFP.CPI.TOTL.ZGannual %
Tax wedge: Single, no children · 67% average wageOECD.AV_TW.S_C0.AW67._Z% of employer labour cost
Tax wedge: Single, no children · average wageOECD.AV_TW.S_C0.AW100._Z% of employer labour cost
Tax wedge: Single, no children · 167% average wageOECD.AV_TW.S_C0.AW167._Z% of employer labour cost
Tax wedge: Single parent, 2 children · 67% average wageOECD.AV_TW.S_C2.AW67._Z% of employer labour cost
Tax wedge: Couple, 2 children · one average-wage earnerOECD.AV_TW.C_C2.AW100.NOEARN_UNEMP% of employer labour cost
Tax wedge: Couple, 2 children · 100% + 67% average wagesOECD.AV_TW.C_C2.AW100.AW67% of employer labour cost
Tax wedge: Couple, 2 children · two average-wage earnersOECD.AV_TW.C_C2.AW100.AW100% of employer labour cost
Tax wedge: Couple, no children · 100% + 67% average wagesOECD.AV_TW.C_C0.AW100.AW67% of employer labour cost
Weekly work hours: All employed peopleHOW_2EMP_SEX_NB.SEX_Thours per employed person
Weekly work hours: Women in employmentHOW_2EMP_SEX_NB.SEX_Fhours per employed person
Weekly work hours: Men in employmentHOW_2EMP_SEX_NB.SEX_Mhours per employed person
Life evaluation (3-year mean)WHR2026.Figure2.1Cantril ladder, 0–10

Download and reproduce

Download captured data ↓

Download JSON. The CSV contains country code, name, region, year, indicator code, value, and unit. Values retain the captured source precision; some older series were rounded during initial ingestion. Source revisions can change later downloads.

Attribution and licensing

Source: World Bank, World Development Indicators, indicator pages linked above. World Bank datasets generally use CC BY 4.0, subject to dataset-specific terms and third-party exceptions. Consult each source before redistribution. Cartographic boundaries: Natural Earth through the geo-countries dataset, simplified for display. Boundaries do not imply a position on territorial status.

What is still in development

Regional aggregates, frozen public releases, model validation, and the six-dimension composite index are not yet available. National averages do not expose within-country inequalities. No causal claims are inferred from chart relationships.