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The Economic Impact of Low- and High-Frequency Temperature Changes

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  • Nikolay Gospodinov
  • Ignacio Lopez Gaffney
  • Serena Ng

Abstract

Variations in the low- and high-frequency components of temperature may have distinct impacts on economic outcomes. Parametric and non-parametric estimates from three panels of data all find significant heterogeneity in the relative importance of the two components, but there is clear evidence in each panel of a common, slowly evolving low-frequency factor that is highly correlated with the low-frequency factor of economic activity. In regressions that quantify the output effects of the components, we find that one-way clustered standard errors often lead to size distortions, and that an additive fixed effect specification does not adequately control for common time effects. Using bootstrap inference to assess estimates from our preferred interactive fixed effect specification, we only find a marginally significant effect of the high-frequency component on growth in the U.S. panel. However, the effect of the low-frequency component is significant in the European and International panels, suggesting that the increase in the low-frequency temperature component over the post-1980 period is associated with a reduction in economic growth of approximately 1.3 percentage points. The findings are corroborated by time series estimation using data at the unit and national levels.

Suggested Citation

  • Nikolay Gospodinov & Ignacio Lopez Gaffney & Serena Ng, 2025. "The Economic Impact of Low- and High-Frequency Temperature Changes," Papers 2505.08950, arXiv.org, revised Apr 2026.
  • Handle: RePEc:arx:papers:2505.08950
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    References listed on IDEAS

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    1. Solomon Hsiang & Marshall Burke, 2014. "Climate, conflict, and social stability: what does the evidence say?," Climatic Change, Springer, vol. 123(1), pages 39-55, March.
    2. Kuttner, Kenneth N, 1994. "Estimating Potential Output as a Latent Variable," Journal of Business & Economic Statistics, American Statistical Association, vol. 12(3), pages 361-368, July.
    3. Beveridge, Stephen & Nelson, Charles R., 1981. "A new approach to decomposition of economic time series into permanent and transitory components with particular attention to measurement of the `business cycle'," Journal of Monetary Economics, Elsevier, vol. 7(2), pages 151-174.
    4. Kalkuhl, Matthias & Wenz, Leonie, 2020. "The impact of climate conditions on economic production. Evidence from a global panel of regions," Journal of Environmental Economics and Management, Elsevier, vol. 103(C).
    5. Berg, Kimberly A. & Curtis, Chadwick C. & Mark, Nelson C., 2024. "GDP and temperature: Evidence on cross-country response heterogeneity," European Economic Review, Elsevier, vol. 169(C).
    6. Peter C. B. Phillips & Hyungsik R. Moon, 1999. "Linear Regression Limit Theory for Nonstationary Panel Data," Econometrica, Econometric Society, vol. 67(5), pages 1057-1112, September.
    7. Jeremy Majerovitz & Karthik Sastry, 2023. "How Much Should We Trust Regional-Exposure Designs?," Working Papers 2023-018, Federal Reserve Bank of St. Louis.
    8. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2011. "Robust Inference With Multiway Clustering," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(2), pages 238-249, April.
    9. Kahn, Matthew E. & Mohaddes, Kamiar & Ng, Ryan N.C. & Pesaran, M. Hashem & Raissi, Mehdi & Yang, Jui-Chung, 2021. "Long-term macroeconomic effects of climate change: A cross-country analysis," Energy Economics, Elsevier, vol. 104(C).
    10. Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, July.
    11. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2014. "What Do We Learn from the Weather? The New Climate-Economy Literature," Journal of Economic Literature, American Economic Association, vol. 52(3), pages 740-798, September.
    12. Ishan B. Nath & Valerie A. Ramey & Peter J. Klenow, 2024. "How Much Will Global Warming Cool Global Growth?," NBER Working Papers 32761, National Bureau of Economic Research, Inc.
    13. Ulrich K. Müller & Mark W. Watson, 2008. "Testing Models of Low-Frequency Variability," Econometrica, Econometric Society, vol. 76(5), pages 979-1016, September.
    14. Terence C. Mills, 2007. "Time series modelling of two millennia of northern hemisphere temperatures: long memory or shifting trends?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 170(1), pages 83-94, January.
    15. Bento, Antonio M. & Miller, Noah & Mookerjee, Mehreen & Severnini, Edson, 2023. "A unifying approach to measuring climate change impacts and adaptation," Journal of Environmental Economics and Management, Elsevier, vol. 121(C).
    16. James D. Hamilton, 2018. "Why You Should Never Use the Hodrick-Prescott Filter," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 831-843, December.
    17. Andrew T. Foerster & Andreas Hornstein & Pierre-Daniel G. Sarte & Mark W. Watson, 2022. "Aggregate Implications of Changing Sectoral Trends," Journal of Political Economy, University of Chicago Press, vol. 130(12), pages 3286-3333.
    18. Sylvia Klosin, 2024. "Dynamic Biases of Static Panel Data Estimators," Papers 2410.16112, arXiv.org.
    19. Hodrick, Robert J & Prescott, Edward C, 1997. "Postwar U.S. Business Cycles: An Empirical Investigation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(1), pages 1-16, February.
    20. Tol, Richard S.J., 2024. "A meta-analysis of the total economic impact of climate change," Energy Policy, Elsevier, vol. 185(C).
    21. Bilal, Adrien & Känzig, Diego, 2024. "The Macroeconomic Impact of Climate Change: Global vs. Local Temperature," CEPR Discussion Papers 19203, C.E.P.R. Discussion Papers.
    22. Robert Kaufmann & Heikki Kauppi & Michael Mann & James Stock, 2013. "Does temperature contain a stochastic trend: linking statistical results to physical mechanisms," Climatic Change, Springer, vol. 118(3), pages 729-743, June.
    23. Ulrich K. Müller & Mark W. Watson, 2016. "Measuring Uncertainty about Long-Run Predictions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(4), pages 1711-1740.
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    1. Sven Schreiber, 2026. "Weather fluctuations and the (German) industrial sector," Computational Statistics, Springer, vol. 41(2), pages 1-21, February.

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