Correlation Explorer
Pick two indicators to see how countries and regions compare — bubble size = population · click any dot for details
2019
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Source: World Bank Open Data
Tourism vs Corruption · 2019
In 2019, Tourism Arrivals and Corruption Control show no meaningful linear correlation (r = 0.18) across 172 countries.
No consistent global pattern links tourism 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.