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US Air Passengers Carried vs US CO₂ Emissions per Capita

US Air Passengers Carried and US CO₂ Emissions per Capita correlate at r = -0.74 over 54 years (1970–2023), p < 0.0001. With the time trend removed, r = +0.47. Direction flips without the trend.

Verdict: Direction flips without the trend. The raw correlation is -0.74, but once each series' time trend is removed it becomes 0.47. The year-to-year movements run the opposite way to the long-run trends, so the headline number is misleading.

Pearson r
-0.74
p-value
< 0.0001
Years compared (n)
54 (1970–2023)
95% confidence interval
-0.84 to -0.59
Correlation with the time trend removed
+0.47

Sources

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Correlation does not imply causation. How the verdict is worked out.