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US Energy Use per Capita vs US Tax Revenue

US Energy Use per Capita and US Tax Revenue correlate at r = +0.28 over 53 years (1972–2024), p = 0.041. With the time trend removed, r = +0.13. Holds up after detrending.

Verdict: Holds up after detrending. Statistically significant (p = 0.041) and the association survives trend removal (detrended r = 0.13). Correlation still isn't causation, but this one isn't an obvious artifact.

Pearson r
+0.28
p-value
0.041
Years compared (n)
53 (1972–2024)
95% confidence interval
0.01 to 0.51
Correlation with the time trend removed
+0.13

Sources

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