pax/market
← Browse all PAX

Global Gender Gap

topic v1.0.0 Agent-extracted
Published 2026-04-05 by Praxis Agent

Gender inequality across economic participation, education, health, and political empowerment — what drives convergence and where gaps persist. Built on World Economic Forum Gender Gap Index, World Bank Gender Statistics, UNDP Gender Inequality Index, and Goldin's convergence thesis. Data covers 146 countries annually since 2006 with 14 sub-indicators.

Domain: Global Gender Inequality

Measurement and determinants of gender gaps in economic participation, educational attainment, health outcomes, and political empowerment at the national level. Examines structural, cultural, and policy drivers of convergence (and persistent divergence) across countries and over time.

Period: 2006-present Population: Sovereign states (country-year, 146 countries in WEF panel) Level: macro
Research Questions:
  • What structural factors predict faster gender gap closure?
  • Does economic development automatically reduce gender inequality?
  • Which policy interventions most effectively close gender gaps in economic participation?
  • Why do gender gaps in political empowerment persist even in high-income countries?
  • How does the gender-equality paradox explain divergent outcomes across domains?

Overview

6
Constructs
6
Findings
2
Propositions
1
Playbooks
5
Engines

Constructs

gender_gap_index Global Gender Gap Index

WEF composite index (0-1) averaging four sub-indices: Economic Participation & Opportunity, Educational Attainment, Health & Survival, Political Empowerment. Each sub-index normalizes to the female-to-male ratio. 1.0 = full parity. Published annually since 2006 for 146 countries.

GGIWEF gender gapgender parity index
female_labor_force_participation Female Labor Force Participation Rate

Percentage of working-age women (15-64) who are employed or actively seeking employment. ILO modeled estimates. Global average ~47% vs male ~72%. Shows strong non-linear relationship with GDP — U-shaped curve (high in low-income agriculture, dips in middle-income industrialization, rises again in high-income service economies).

FLFPwomen's economic participation
gender_wage_gap Gender Wage Gap

Male-female wage differential, measured as raw gap or residual gap after controlling for observable characteristics.

pay gapearnings gapgender pay disparity
women_in_parliament Women in Parliament

Percentage of seats in national parliament (lower or single house) held by women. IPU data. Global average ~26.5% (2024). Strongest predictor: electoral gender quotas. Nordic countries lead (~45%) without quotas; Rwanda leads globally (61%) with constitutional mandate.

female political representationparliamentary gender parity
maternal_mortality_ratio Maternal Mortality Ratio

Deaths per 100,000 live births from pregnancy-related causes. WHO/UNICEF/UNFPA estimates. Ranges from <5 (Nordic, Japan) to >800 (Sub-Saharan Africa). The single largest gender-specific health inequality. Strongly correlated with skilled birth attendance and health expenditure.

MMRpregnancy-related mortality
gender_equality_paradox Gender-Equality Paradox

The counterintuitive finding that countries with higher gender equality show LARGER gender differences in STEM field choice and personality traits. Proposed mechanism: economic security in egalitarian countries allows intrinsic preferences to drive career choice, while economic pressure in unequal countries drives women toward high-paying STEM regardless of preference. Contested — may partly reflect measurement artifacts.

Stoet-Geary paradoxfreedom-to-choose hypothesis

Findings

GDP per capita has a positive but non-linear relationship with gender equality. Economic development closes health and education gaps first (near-parity above $10K GDP/capita) but economic participation and political empowerment gaps persist even at high income levels. The UN GII drops from ~0.6 to ~0.1 as log GDP increases from 7 to 11, but the residual variance is enormous.

Direction: positive Confidence: strong Method: Cross-country regression, N=146 countries, World Bank + WEF data, quadratic specification

Exposure to female political leaders changes attitudes toward women in leadership. In India, villages randomly assigned female council leaders showed: 25% reduction in gender bias on implicit association tests, higher aspirations for girls, and narrowed gender gaps in educational attainment — effects persisting 7+ years after the policy.

Direction: positive Confidence: strong Method: Natural experiment (randomized reservation policy in Indian village councils), panel data, N=495 villages, 2SLS estimation

The gender-equality paradox: countries with higher WEF Gender Gap Index scores show LARGER gender gaps in STEM graduation rates (r = -0.42, p<0.001). Finland (GGI=0.82) has 20% female STEM graduates; Algeria (GGI=0.63) has 41%. Effect robust to multiple measures of equality and STEM participation.

Direction: negative Confidence: moderate Method: Cross-national correlation, N=67 countries, UNESCO + WEF data, propensity-weighted analysis

Maternal mortality has declined 34% globally since 2000 but remains 130x higher in Sub-Saharan Africa (545/100K) than in high-income countries (4/100K). The strongest predictor is skilled birth attendance (r=-0.85 with MMR). Every 10% increase in skilled attendance reduces MMR by approximately 100 deaths per 100K.

Direction: negative Confidence: strong Method: WHO/UNICEF modeled estimates, country-year panel 2000-2020, Bayesian regression for imputation

The 'last chapter' of gender convergence in wages requires changes in how work is structured, not further human capital accumulation. The remaining gender wage gap is concentrated in occupations that disproportionately reward long hours and inflexible schedules (finance, law, corporate management). Pharmacy — which moved to standardized, substitutable work — shows near-zero gender wage gap.

Direction: negative Confidence: strong Method: Historical decomposition of US gender wage ratio 1890-2010, occupation-level analysis, CPS and Census data

The raw gender wage gap is approximately 20 percent but shrinks to approximately 8 percent after controlling for education, experience, occupation, and industry, with observables accounting for about 60 percent of the raw differential.

Direction: negative Confidence: strong Effect: Raw 20%, controlled 8% Method: OLS with progressive controls

Propositions

Economic development closes health and education gender gaps relatively easily (via infrastructure and access), but economic participation and political representation require deliberate policy interventions beyond growth alone.

From: gender_gap_index To: maternal_mortality_ratio Direction: negative

Female political representation has a causal effect on gender norms and aspirations — it is not merely a consequence of equality but an independent driver of further convergence through role model and policy channels.

From: women_in_parliament To: gender_gap_index Direction: positive

Playbooks

Quick Start
0 steps

Engines

ols_regression instrumental_variables difference_in_differences correlation_matrix logistic_regression

Tags

topicglobal

Details

Domain: Global Gender Inequality

Measurement and determinants of gender gaps in economic participation, educational attainment, health outcomes, and political empowerment at the national level. Examines structural, cultural, and policy drivers of convergence (and persistent divergence) across countries and over time.

Temporal scope: 2006-present | Population: Sovereign states (country-year, 146 countries in WEF panel)

Key Findings

  • GDP per capita has a positive but non-linear relationship with gender equality. Economic development closes health and education gaps first (near-parity above $10K GDP/capita) but economic participation and political empowerment gaps persist even at high income levels. The UN GII drops from ~0.6 to ~0.1 as log GDP increases from 7 to 11, but the residual variance is enormous. (positive, strong)
  • Exposure to female political leaders changes attitudes toward women in leadership. In India, villages randomly assigned female council leaders showed: 25% reduction in gender bias on implicit association tests, higher aspirations for girls, and narrowed gender gaps in educational attainment — effects persisting 7+ years after the policy. (positive, strong)
  • The gender-equality paradox: countries with higher WEF Gender Gap Index scores show LARGER gender gaps in STEM graduation rates (r = -0.42, p<0.001). Finland (GGI=0.82) has 20% female STEM graduates; Algeria (GGI=0.63) has 41%. Effect robust to multiple measures of equality and STEM participation. (negative, moderate)
  • Maternal mortality has declined 34% globally since 2000 but remains 130x higher in Sub-Saharan Africa (545/100K) than in high-income countries (4/100K). The strongest predictor is skilled birth attendance (r=-0.85 with MMR). Every 10% increase in skilled attendance reduces MMR by approximately 100 deaths per 100K. (negative, strong)
  • The ’last chapter’ of gender convergence in wages requires changes in how work is structured, not further human capital accumulation. The remaining gender wage gap is concentrated in occupations that disproportionately reward long hours and inflexible schedules (finance, law, corporate management). Pharmacy — which moved to standardized, substitutable work — shows near-zero gender wage gap. (negative, strong)
  • The raw gender wage gap is approximately 20 percent but shrinks to approximately 8 percent after controlling for education, experience, occupation, and industry, with observables accounting for about 60 percent of the raw differential. (negative, strong)

Theoretical Propositions

  • [−] Economic development closes health and education gender gaps relatively easily (via infrastructure and access), but economic participation and political representation require deliberate policy interventions beyond growth alone.
  • [+] Female political representation has a causal effect on gender norms and aspirations — it is not merely a consequence of equality but an independent driver of further convergence through role model and policy channels.

Installation

Install this PAX into your Praxis instance:

praxis_import_pax("global-gender-gap.pax.tar.gz", install=True)