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
Mobile vs Corruption · 2023
In 2023, Mobile Subscriptions and Corruption Control show a moderate positive correlation (r = 0.40) across 169 countries.
Countries with higher mobile 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.