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US Energy Use per Capita vs US Resident Patent Applications
US Energy Use per Capita and US Resident Patent Applications correlate at r = -0.47 over 42 years (1980–2021), p = 0.0015. With the time trend removed, r = -0.11. Holds up after detrending.
Verdict: Holds up after detrending. Statistically significant (p = 0.0015) and the association survives trend removal (detrended r = -0.11). Correlation still isn't causation, but this one isn't an obvious artifact.
- Pearson r
- -0.47
- p-value
- 0.0015
- Years compared (n)
- 42 (1980–2021)
- 95% confidence interval
- -0.68 to -0.20
- Correlation with the time trend removed
- -0.11
Sources
- US Energy Use per Capita (kWh): Our World in Data. US Energy Use per Capita (Our World in Data: Total energy supply).
- US Resident Patent Applications (applications): World Bank. US Resident Patent Applications (World Bank indicator IP.PAT.RESD).
Related pairs
- US Mobile Subscriptions vs US Resident Patent Applications (r = +0.99)
- US Adult Obesity vs US Resident Patent Applications (r = +0.98)
- US Resident Patent Applications vs US Population (r = +0.98)
- Atmospheric CO₂ (Mauna Loa) vs US Resident Patent Applications (r = +0.97)
- US GDP per Capita vs US Resident Patent Applications (r = +0.97)
- US GDP (current US$) vs US Resident Patent Applications (r = +0.97)
Correlation does not imply causation. How the verdict is worked out.