Global Gender Equality

The gender-equality scorecard for every country on Earth, in one clean Parquet: women in national parliament, the female share of the labour force, the female-to-male participation ratio, female unemployment, gender parity across primary/secondary/tertiary education, maternal mortality and adolescent fertility - per country per year since 2000, ~200 countries. The cross-country gender panel for development, ESG-social, policy and impact analysis; joins to the labour, education and country-profile products on ISO-3 code. Worldwide - not just the rich world.

What's included

• 9 gender indicators × ~200 countries × 2000-present - representation, participation, education parity, health
• Worldwide (not just Europe/OECD); the gender dimension of human capital
• country (ISO3) × indicator × year; joins to global-labour-market, global-education
• Source: World Bank Open Data (CC-BY-4.0) - fully redistributable

Schema

Sample & preview

Every purchase ships as Apache Parquet with a data dictionary and the full QC report. A free sample (first rows + schema) is downloadable here - confirm fit before you buy. Source: World Bank (redistributable open data; attribution passes through - see our Licence).

import pandas as pd
df = pd.read_parquet("global-gender-equality_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join