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