Correlation Explorer
Pick two indicators to see how countries and regions compare — bubble size = population · click any dot for details
2022
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Source: World Bank Open Data
Education vs Trade · 2022
In 2022, Education Spending and Trade Openness show no meaningful linear correlation (r = 0.04) across 140 countries.
No consistent global pattern links education to trade — 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.