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Open datasets, fully documented — searchable here, and readable by any LLM.

6 datasets

development
  • Education Spending Signals (derived)

    Global education-spending signals

    Annual government education-expenditure signals from the World Bank World Development Indicators (UNESCO via WDI, 1970 ->, % of GDP, keyless): per-economy 5-year changes, 10-year OLS trend slopes, 3-sigma anomaly flags, linear-extrapolation forecasts, 10-year z-scores, per-year cross-country ranks, and high/low spender and investment-push flags. The education-investment lens — which governments are building human capital and which are disinvesting — not covered elsewhere in the catalog. Country labels normalized to ISO alpha-3. Raw data: World Bank WDI indicator SE.XPD.TOTL.GD.ZS.

    • education
    • human-capital
    • unesco
    • world-bank
    rows
    5,432
    Quality
    95
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Poverty & Inequality Signals (derived)

    Global poverty & inequality signals (Gini and poverty headcount trajectories, anomaly flags)

    Country-level signals derived from World Bank poverty and inequality indicators (Gini index, poverty headcount at $3.00 and $4.20 a day, 2021 PPP): 10-year point changes, OLS trend slopes over trailing survey years, 3-sigma anomaly flags, 5-year linear-extrapolation forecasts, per-year cross-country ranks, a poverty-improvement flag and a high-inequality flag. All rows are normalized to ISO alpha-3 country_code so they join cleanly with country macro data. Raw data: World Bank Poverty and Inequality Platform (keyless API, non-commercial terms).

    • poverty
    • inequality
    • gini
    • development
    rows
    7,977
    Quality
    92
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Global Remittance Signals (derived)

    Global remittance signals (migration money flows)

    Global remittance signals from World Bank WDI (~200 economies, annual ~1970 ->): remittances received and paid, 10-year changes, OLS trend slopes, 3-sigma shock flags, 5-year linear-extrapolation forecasts, net flow (received minus paid), remittance-dependence flags and cross-country dependency ranks. The migration-money lens: who depends on diaspora income and where flows are surging. World Bank WDI (non-commercial terms).

    • remittances
    • migration
    • diaspora
    • world-bank
    rows
    22,987
    Quality
    95
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • SDG Goal Progress Signals (derived)

    SDG goal progress signals (2030-target progress velocity, on-track flags)

    Value-added UN Sustainable Development Goal progress signals: 10-year progress rates, cross-country improvement z-scores, naive drift projections to the 2030 deadline, and on-track/off-track flags for poverty, electricity access, safe drinking water, and maternal mortality across ~200 countries. All computation is local pandas/numpy; no paid models or APIs.

    • sdg
    • united-nations
    • poverty
    • development
    rows
    15,780
    Quality
    92
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • WB Energy-Access Signals (derived)

    WB energy-access signals (electrification, clean cooking, power use)

    Annual energy-access signals from the World Bank API (~1990 -> latest, ~210 economies): electricity access, clean-cooking access and per-capita electric power consumption, with 10-year changes, OLS trend slopes, 3-sigma anomaly flags, 5-year extrapolation forecasts, and SDG 7 gauges: the remaining access gap, a universal-access flag (>=99%), 5-year electrification momentum, a clean-cooking laggard flag (<50%), and a 10-year consumption z-score. The energy-development lens — who has power and how fast access is advancing — the access companion to the electricity-mix lens in owid-energy-transition-signals. Raw indicators: World Bank.

    • energy
    • electricity
    • electrification
    • clean-cooking
    rows
    17,323
    Quality
    93
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • World Bank

    Access to electricity (% of population)

    Access to electricity is the percentage of the population with access to electricity. Electrification data are collected from industry, national surveys and international sources, and are published by the World Bank in the World Development Indicators from the Sustainable Energy for All (SE4ALL) Global Tracking Framework. Values are null where national statistics are unavailable; the 8-country panel is covered 2000-2025, with the high-income members at 100% throughout and India approaching universal access (99.5% in 2023). Units: percent of population.

    • energy
    • electricity
    • development
    • world-bank
    rows
    208
    Quality
    100
    Updated
    Sep 23, 2026
    Fresh
    License
    Commercial use OK

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