Lumistats

Correlation Explorer

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

2019
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Source: World Bank Open Data

Tourism vs Trade · 2019

In 2019, Tourism Arrivals and Trade Openness show no meaningful linear correlation (r = -0.03) across 158 countries.

No consistent global pattern links tourism 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.