Distributional risk and social resilience

Tracks Gini, poverty, top income shares, labour income, household debt, housing affordability, and human-development indicators with clear live/source status.

Data Audit Data Sources Methodology

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. Several inequality indicators are placeholders until exact official series IDs or developer API URLs are verified.

Live indicators

1/12

2 indicators have verified mappings. 11 are fallback or mapping-needed rows.

metadata missingunavailableAudit Sources

Gini coefficient

41.8

World Bank survey-based inequality index where available.

World Bank APIlive2024Audit Sources

Poverty rate

Not mapped

World Bank national poverty headcount ratio.

World Bank APIparser-error2026-06-17T20:47:11.263ZAudit Sources

Unmapped indicators

Top shares, HDI, housing, and several social metrics are documented but not faked.

metadata missingunavailableAudit Sources

United States inequality indicators

Indicator	Value	Unit	Status	Source	Series ID	Date	Notes
Gini coefficient GINI World Bank APIlive2024Audit Sources	41.8	index	live	World Bank API	SI.POV.GINI	2024	World Bank Gini index is the preferred no-key live source. Survey coverage can be sparse by country and year.
Poverty rate POVERTY_RATE World Bank APIparser-error2026-06-17T20:47:11.263ZAudit Sources	Not mapped	% of population	parser-error	World Bank API	SI.POV.NAHC	N/A	World Bank response parsed, but no numeric observations were found for SI.POV.NAHC/USA. Demo fallback is active.
Top 1% income share TOP_1_INCOME_SHARE WID.worldmapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	% of income	mapping-error	WID.world	Not explicitly mapped yet	N/A	Top 1% income share is not mapped to a verified live source yet. No value is fabricated.
Top 10% income share TOP_10_INCOME_SHARE WID.worldmapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	% of income	mapping-error	WID.world	Not explicitly mapped yet	N/A	Top 10% income share is not mapped to a verified live source yet. No value is fabricated.
Wealth inequality WEALTH_INEQUALITY WID.worldmapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	Not explicitly defined in the current codebase.	mapping-error	WID.world	Not explicitly mapped yet	N/A	Wealth inequality is not mapped to a verified live source yet. No value is fabricated.
Labour share LABOUR_SHARE OECD Data Explorer Developer APImapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	% of income	mapping-error	OECD Data Explorer Developer API	Not explicitly mapped yet	N/A	Labour share is not mapped to a verified live source yet. No value is fabricated.
Median income MEDIAN_INCOME OECD Data Explorer Developer APImapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	Not explicitly defined in the current codebase.	mapping-error	OECD Data Explorer Developer API	Not explicitly mapped yet	N/A	Median income is not mapped to a verified live source yet. No value is fabricated.
Real wage growth REAL_WAGE_GROWTH OECD Data Explorer Developer APImapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	% y/y	mapping-error	OECD Data Explorer Developer API	Not explicitly mapped yet	N/A	Real wage growth is not mapped to a verified live source yet. No value is fabricated.
Household debt HOUSEHOLD_DEBT BIS Statistics APImapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	% of GDP or disposable income	mapping-error	BIS Statistics API	Not explicitly mapped yet	N/A	Household debt is not mapped to a verified live source yet. No value is fabricated.
Housing affordability HOUSING_AFFORDABILITY OECD Data Explorer Developer APImapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	index or ratio	mapping-error	OECD Data Explorer Developer API	Not explicitly mapped yet	N/A	Housing affordability is not mapped to a verified live source yet. No value is fabricated.
Human Development Index HDI UNDP Human Development Reportsmapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	0-1 index	mapping-error	UNDP Human Development Reports	Not explicitly mapped yet	N/A	Human Development Index is not mapped to a verified live source yet. No value is fabricated.
Inequality-adjusted HDI IHDI UNDP Human Development Reportsmapping-error2026-06-17T20:47:11.229ZAudit Sources	Not mapped	0-1 index	mapping-error	UNDP Human Development Reports	Not explicitly mapped yet	N/A	Inequality-adjusted HDI is not mapped to a verified live source yet. No value is fabricated.