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
Air Pollution vs Remittances · 2023
In 2023, Air Pollution (PM2.5) and Remittances Received show no meaningful linear correlation (r = 0.03) across 175 countries.
No consistent global pattern links air pollution to remittances — 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.