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
Corruption vs Poverty · 2022
In 2022, Corruption Control and Poverty Rate show a weak negative correlation (r = -0.38) across 69 countries.
A slight tendency links higher corruption to lower poverty, 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.