Lumistats

Correlation Explorer

Pick two indicators to see how countries and regions compare — bubble size = population · click any dot for details

2021
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Source: World Bank Open Data

Corruption vs Healthcare · 2021

In 2021, Corruption Control and Healthcare Spending per Capita show a moderate positive correlation (r = 0.68) across 192 countries.

Countries with higher corruption generally record higher healthcare, 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.