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
Inflation vs Corruption · 2023
In 2023, Inflation Rate and Corruption Control show no meaningful linear correlation (r = -0.20) across 176 countries.
No consistent global pattern links inflation to corruption — the relationship varies widely across regions and income levels.
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.