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6 listingsInternational Tourism, Travel & Transport Statistics (1960–2023)
Multi-source panel dataset covering international tourism, air transport, surface transport, trade in services, and international migration for 218 countries from 1960 to 2023. Contains 13,952 observations across 31 variables including tourism arrivals/departures, receipts/expenditures, air passenger volumes, railway traffic, container port throughput, and derived indicators like tourism intensity per capita and tourism balance. **Sources:** World Bank Open Data API — 25 indicator series compiled from World Development Indicators (WDI), International Tourism statistics (UNWTO via World Bank), ICAO air transport data, and UN Population Division migration estimates. **Key Features:** - 218 countries and territories - 64-year time span (1960–2023) - 8 core tourism indicators (arrivals, departures, receipts, expenditures) - 3 air transport indicators (passengers, departures, freight) - 2 surface transport indicators (railways passengers, freight) - 5 trade & services indicators - 3 migration indicators - 4 derived analytical indicators (tourism intensity, receipts % GDP, tourism balance, air passengers per capita) - GDP, GDP per capita, and population for contextual analysis **Format:** Wide panel — one row per country-year, all indicators as columns. Missing values left blank (not all indicators available for all country-years). **Use Cases:** Tourism economics research, travel industry analysis, transport infrastructure comparisons, international mobility trends, COVID-19 impact studies on global tourism, development economics.
Labor Market & Workforce Statistics — 217 Countries (1960–2024)
High-quality panel dataset covering labor market indicators for 217 countries and territories from 1960 to 2024. Includes 14,105 observations across 29 variables: unemployment rates (total, youth, male, female), labor force participation rates by gender, employment distribution across agriculture, industry, and services sectors, vulnerable and self-employment shares, GDP per employed person (2017 PPP), wage/salaried worker proportions, and working-age population demographics. Data is sourced from the World Bank World Development Indicators, which aggregates ILO modeled estimates, national labor force surveys, and official statistical agencies. Core labor indicators have strongest coverage from 1991–2024 (ILO modeled estimates era), while demographic indicators (GDP per capita, working-age population) extend back to 1960. Ideal for: labor economics research, cross-country employment comparisons, gender gap analysis in workforce participation, structural transformation studies (agriculture→services transitions), development economics, and policy impact evaluation.
Gender Equality & Women's Empowerment Indicators (1960–2024)
A extensive panel dataset covering gender equality and women's empowerment indicators for 217+ countries from 1960 to 2024. Compiled from World Bank Gender Statistics, combining 25 indicators per country-year: women in parliament (%), female/male labor force participation, gender parity in education (primary/secondary/tertiary enrollment), maternal mortality rates, adolescent fertility, life expectancy by gender, unemployment by gender, literacy rates by gender, contraceptive prevalence, vulnerable employment, primary school completion rates, births attended by skilled staff, total fertility rate, women justifying violence indicators, female land ownership, and female firm ownership. Over 16,000 rows with 28 columns. Useful for gender research, policy analysis, SDG tracking, and cross-country development comparisons.
Population & Demographics by Country (1960–2024)
Cleaned panel dataset covering 176 countries and territories from 1960 to 2024, with 17 demographic indicators including population, life expectancy, birth and death rates, fertility rate, infant mortality, urbanization, median age, dependency ratio, and migration metrics. Data is normalized across World Bank income groups and UN geographic regions, sourced from World Bank World Development Indicators, UN Population Division estimates, and WHO demographic statistics. Contains 11,440 observations suitable for longitudinal demographic analysis, development economics research, and population trend modeling.
Water, Sanitation & Hygiene (WASH) Indicators — 217 Countries (1960–2023)
Curated dataset covering water access, sanitation, hygiene, and freshwater resource indicators for 217 countries and territories from 1960 to 2023. ## Sources - **World Bank Open Data API** (WHO/UNICEF Joint Monitoring Programme for Water Supply, Sanitation and Hygiene) - **FAO AQUASTAT** via World Bank (freshwater withdrawal and resource data) - **UN-Water / UNESCO** via World Bank (renewable freshwater resources) - **WHO Global Health Observatory** via World Bank (WASH-related mortality, child mortality) ## Key Features - **13,888 rows** covering 217 countries × 64 years (1960–2023) - **40 columns** spanning drinking water access, sanitation, hygiene, freshwater resources, health outcomes, and demographics - Urban/rural breakdowns for water, sanitation, and hygiene indicators - Freshwater withdrawal by sector (agriculture, industry, domestic) - Child mortality and WASH-attributable mortality rates - Population, urbanization, and GDP context variables - World Bank region and income level classifications ## Indicator Groups 1. **Drinking Water Access** (6 indicators): Safely managed and basic service levels, urban/rural splits 2. **Sanitation Access** (6 indicators): Safely managed and basic service levels, urban/rural splits 3. **Open Defecation** (3 indicators): National, urban, and rural rates 4. **Hygiene** (2 indicators): Basic handwashing facility access, national and rural 5. **Freshwater Resources** (7 indicators): Renewable resources, withdrawal rates by sector 6. **Health Outcomes** (4 indicators): WASH mortality, under-5 mortality, infant mortality, diarrhea treatment 7. **Context** (4 indicators): Population, urbanization, rural share, GDP per capita ## Use Cases - Analyzing global progress toward SDG 6 (Clean Water and Sanitation) - Identifying countries with persistent water/sanitation gaps - Studying the relationship between WASH access and child mortality - Comparing urban vs. rural infrastructure development - Water stress and resource allocation analysis - Climate adaptation and water security research
Education & Literacy Indicators — 215+ Countries (1970–2024)
Extensive dataset covering education and literacy indicators for 215+ countries from 1970 to 2024. Sourced from the World Bank Open Data API (UNESCO Institute for Statistics and national sources). Includes 38 columns: school enrollment rates (pre-primary, primary, secondary, tertiary — gross and net), adult literacy rates by gender, education expenditure as % of GDP and by level, pupil-teacher ratios, primary and lower secondary completion rates, gender parity indices, compulsory education duration, out-of-school children counts, population, GDP per capita, and labor force participation. Ideal for analyzing global education access trends, gender equity in schooling, the link between education investment and economic outcomes, and identifying countries with persistent literacy or enrollment gaps.