Correlation Explorer
Pick two indicators to see how countries and regions compare — bubble size = population · click any dot for details
2022
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Source: World Bank Open Data
Education vs Corruption · 2022
In 2022, Education Spending and Corruption Control show a weak positive correlation (r = 0.35) across 159 countries.
A slight tendency links higher education to higher corruption, but the relationship is inconsistent and varies widely by region.
Use the interactive bubble chart to explore individual countries and regions, or adjust the year slider to see how this relationship has evolved over time. Bubble size represents population.