090°Open data
Open datasets, fully documented — searchable here, and readable by any LLM.
27 datasets
Defense Spending Signals (derived)
Annual military-expenditure burden signals from the World Bank World Development Indicators (SIPRI via WDI, 1960 ->, % 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 rearmament-surge flags. The defense-burden lens — rearmament waves and drawdowns normalized across economies — not covered elsewhere in the catalog. Country labels normalized to ISO alpha-3. Raw data: World Bank WDI indicator MS.MIL.XPND.GD.ZS.
Digital-Adoption Signals (derived)
Global digital-adoption signals from World Bank connectivity indicators (keyless API, annual, ~1990 -> 2024, 200+ economies): Internet use (% of population), mobile subscriptions and fixed broadband subscriptions (per 100 people), with 10-year changes, OLS adoption-velocity trends, 3-sigma anomaly flags, 5-year linear-extrapolation forecasts, per-year cross-country ranks, a 5-year catch-up momentum gauge, the digital-divide gap versus the global median, and a connectivity-laggard flag. The first tech/digital-domain value-added set: which countries are catching up and which are falling behind. World Bank API terms permit non-commercial use only — commercial_use flagged 'no' in the UI. All rows normalized to ISO alpha-3 country codes so they join cleanly with every other global dataset. Raw data: World Bank (via ITU).
Education Spending Signals (derived)
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.
Global Health-Expenditure Signals (derived)
Yearly global health-expenditure signals from the World Bank WDI (current health expenditure % of GDP, ~190 economies, 2000 ->): 5-year and 10-year changes, 10-year trend slopes, 3-sigma anomaly flags, 5-year extrapolations, spending z-scores, per-year cross-economy ranks, and high / low / rising spender flags. The health-system *input* lens — the spending side of the outcomes in global-health-outcome-signals. All country labels normalized via hub.normalize (ISO alpha-3). Raw data: World Bank WDI (keyless); World Bank terms are non-commercial for derived products.
Global ILO Unemployment Signals (derived)
Global unemployment signals from the ILO modeled estimates via World Bank WDI (~200 economies, annual 1991 ->): 10-year change, OLS trend slope, 3-sigma shock flags, 5-year linear-extrapolation forecasts, cross-country ranks, the female-minus-male gender gap, crisis/recovery flags and a 10-year z-score. The breadth companion to the OECD 20-country monthly set: every country's unemployment story on one harmonized grid. World Bank WDI (non-commercial terms).
Poverty & Inequality Signals (derived)
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).
Global R&D Expenditure Signals (derived)
Annual global R&D-intensity signals from the World Bank World Development Indicators (GB.XPD.RSDV.GD.ZS, ~193 economies, 1996 -> 2024): 5-year changes, OLS trend slopes, 3-sigma anomaly flags, 5-year extrapolation forecasts, 10-year intensity z-scores, per-year intensity ranks, and innovation-leader (>=3%), laggard (<0.5%), and catch-up gauges. The innovation-input lens — R&D spending as % of GDP is the standard proxy for an economy's investment in future productivity. Country codes validated via the shared normalization layer. Raw indicator: UNESCO Institute for Statistics via the World Bank (keyless API).
Global Remittance Signals (derived)
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).
UN SDG Global Database
Proportion of population below international poverty line (%) SDG indicator SI_POV_DAY1 (SDG goal 1). Source: UN SDG Global Database. Rows are geo-area x year x disaggregation dimensions (sex, age, location/urban-rural where published).
Demographic Transition Signals (derived)
Yearly demographic-structure signals for 200+ economies (1960 ->, keyless World Bank API): 65+ and working-age population shares, urbanization, and fertility, with 10-year changes, OLS trend slopes, 3-sigma anomaly flags vs a trailing 5-year baseline, 5-year linear-extrapolation forecasts, cross-country ranks, old-age dependency ratios, aging-speed gauges, super-aged (>20% 65+) and demographic-dividend flags, urbanization momentum, and below-replacement fertility flags. All rows carry normalized ISO country codes so they join cleanly with other macro data. Raw data: World Bank, World Development Indicators.
WB Energy-Access Signals (derived)
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.
World Bank
Electric power consumption measures the production of power plants and combined heat and power plants less transmission, distribution, and transformation losses and own use by heat and power plants, divided by midyear population.
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