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US Annual CO₂ Emissions vs US Annual Working Hours per Worker

US Annual CO₂ Emissions and US Annual Working Hours per Worker correlate at r = -0.79 over 81 years (1870–2023), p < 0.0001. With the time trend removed, r = +0.05. Likely spurious (shared time trend).

Verdict: Likely spurious (shared time trend). Both series mostly just trend over time. After removing that trend the correlation collapses to 0.05 — the relationship is probably coincidental, not causal.

Pearson r
-0.79
p-value
< 0.0001
Years compared (n)
81 (1870–2023)
95% confidence interval
-0.86 to -0.70
Correlation with the time trend removed
+0.05

Sources

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