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
Remittances vs Corruption · 2023
In 2023, Remittances Received and Corruption Control show a weak negative correlation (r = -0.32) across 180 countries.
A slight tendency links higher remittances to lower corruption, but the relationship is inconsistent and varies widely by region.
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.