Audit

Data audit

Inspect every audit record with its value, source, date, status, formula, and methodology metadata.

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Live data are fetched from external sources. Demo and fallback data are illustrative or backup values and should be verified before research or investment use.

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Audit records (120 of 581)

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Indicator	Indicator ID	Country	Value	Unit	Frequency	Date/time period	Source	Source status	Endpoint	Series ID	Formula ID	Formula summary	Data status	Last updated	Quality warnings	Missing-data rule	Notes / limitations
Gini coefficient	GINI	United States	49.84	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	United States	49.84	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	United States	49.84	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	United States	49.84	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	United States	49.84	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	United States	49.84	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	United States	49.84	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	United States	49.84	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	United States	50.19	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	United States	50.19	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	United States	49.84	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	United States	49.84	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Gini coefficient	GINI	Canada	49.8	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	Canada	49.8	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	Canada	49.8	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	Canada	49.8	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	Canada	49.8	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	Canada	49.8	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	Canada	49.8	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	Canada	49.8	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	Canada	50.07	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	Canada	50.07	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	Canada	49.8	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	Canada	49.8	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Gini coefficient	GINI	Euro Area	50.11	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	Euro Area	50.11	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	Euro Area	50.11	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	Euro Area	50.11	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	Euro Area	50.11	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	Euro Area	50.11	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	Euro Area	50.11	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	Euro Area	50.11	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	Euro Area	49.8	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	Euro Area	49.8	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	Euro Area	50.11	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	Euro Area	50.11	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Gini coefficient	GINI	China	49.8	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	China	49.8	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	China	49.8	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	China	49.8	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	China	49.8	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	China	49.8	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	China	49.8	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	China	49.8	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	China	50.07	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	China	50.07	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	China	49.8	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	China	49.8	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Gini coefficient	GINI	Japan	49.87	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	Japan	49.87	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	Japan	49.87	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	Japan	49.87	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	Japan	49.87	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	Japan	49.87	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	Japan	49.87	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	Japan	49.87	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	Japan	49.93	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	Japan	49.93	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	Japan	49.87	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	Japan	49.87	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Gini coefficient	GINI	United Kingdom	50.1	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	United Kingdom	50.1	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	United Kingdom	50.1	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	United Kingdom	50.1	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	United Kingdom	50.1	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	United Kingdom	50.1	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	United Kingdom	50.1	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	United Kingdom	50.1	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	United Kingdom	50.1	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	United Kingdom	50.1	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	United Kingdom	50.1	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	United Kingdom	50.1	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Gini coefficient	GINI	Germany	49.92	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	Germany	49.92	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	Germany	49.92	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	Germany	49.92	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	Germany	49.92	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	Germany	49.92	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	Germany	49.92	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	Germany	49.92	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	Germany	49.88	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	Germany	49.88	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	Germany	49.92	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	Germany	49.92	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Gini coefficient	GINI	India	49.8	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	India	49.8	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	India	49.8	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	India	49.8	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	India	49.8	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	India	49.8	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	India	49.8	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	India	49.8	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	India	50.12	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	India	50.12	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	India	49.8	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	India	49.8	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Gini coefficient	GINI	Brazil	49.86	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	Brazil	49.86	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	Brazil	49.86	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	Brazil	49.86	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	Brazil	49.86	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	Brazil	49.86	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	Brazil	49.86	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	Brazil	49.86	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	Brazil	50.19	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	Brazil	50.19	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	Brazil	49.86	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	Brazil	49.86	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Gini coefficient	GINI	Mexico	50.15	index	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Gini coefficient is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.GINI is mapped as the preferred no-key live source. Coverage can be sparse by country and year. Demo data is illustrative and should be verified before use.
Poverty rate	POVERTY_RATE	Mexico	50.15	% of population	annual	2025	World Bank / OECD / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Poverty rate is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	World Bank SI.POV.NAHC national poverty headcount ratio is mapped. National poverty lines are not always comparable across countries. Demo data is illustrative and should be verified before use.
Top 1% income share	TOP_1_INCOME_SHARE	Mexico	50.15	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 1% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Top 10% income share	TOP_10_INCOME_SHARE	Mexico	50.15	% of income	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Top 10% income share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	WID.world is listed as the preferred candidate, but no verified live series ID or API URL is mapped yet. Demo data is illustrative and should be verified before use.
Wealth inequality	WEALTH_INEQUALITY	Mexico	50.15	Not explicitly defined in the current codebase.	annual	2025	WID.world placeholder / fallback metadata via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Wealth inequality unit is not explicitly defined. Wealth inequality is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Preferred source candidate is WID.world, but wealth concept, population universe, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Labour share	LABOUR_SHARE	Mexico	50.15	% of income	annual	2025	OECD / national accounts placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Labour share is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-accounts source candidate exists, but exact dataflow and country coverage are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Median income	MEDIAN_INCOME	Mexico	50.15	Not explicitly defined in the current codebase.	annual	2025	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Median income unit is not explicitly defined. Median income is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	OECD or national-source candidate exists, but equivalisation, currency basis, and exact series are not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Real wage growth	REAL_WAGE_GROWTH	Mexico	50.15	% y/y	annual	2025	OECD / BLS / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Real wage growth is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	The app has nominal WAGE_GROWTH elsewhere. Real wage growth is not explicitly mapped to a live deflated wage series yet. Demo data is illustrative and should be verified before use.
Household debt	HOUSEHOLD_DEBT	Mexico	50.05	% of GDP or disposable income	quarterly	2026-Q1	BIS / OECD placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Household debt is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	BIS/OECD are listed as candidates, but the exact household-sector debt dataflow/key is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Housing affordability	HOUSING_AFFORDABILITY	Mexico	50.05	index or ratio	quarterly	2026-Q1	OECD / national sources placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Housing affordability is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	Affordability can mean price-to-income, rent burden, or mortgage burden. Exact source concept is not explicitly mapped yet. Demo data is illustrative and should be verified before use.
Human Development Index	HDI	Mexico	50.15	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Human Development Index is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.
Inequality-adjusted HDI	IHDI	Mexico	50.15	0-1 index	annual	2025	UNDP HDR placeholder via demo cache	demo	src/lib/demo-data.ts	local demo cache	N/A	N/A	demo	2026-06-11T17:36:00-04:00	Inequality-adjusted HDI is labelled demo; verify before research or investment use.	No formula; direct source observation or static metadata.	UNDP Human Development Reports is the preferred source candidate, but the live endpoint or bulk file is not integrated yet. Demo data is illustrative and should be verified before use.