Correlation Explorer
Pick two indicators to see how countries and regions compare — bubble size = population · click any dot for details
2023
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Source: World Bank Open Data
Corruption vs Urbanization · 2023
In 2023, Corruption Control and Urban Population show a moderate positive correlation (r = 0.44) across 205 countries.
Countries with higher corruption generally record higher urbanization, though notable exceptions exist across regions and income groups.
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.