Estimating Macrofiscal Effects of Climate Shocks from Billions of Geospatial Weather Observations

The literature studying the macroeconomics of weather has focused on temperature and precipitation annual averages, while micro studies have focused more on extreme weather measures. We construct hundreds of variables from high-frequency, high-spatial-resolution weather measurements. Using the LASSO, we identify the parsimonious subset of variables that can best explain GDP and key macrofiscal variables. We find that scarcer mild temperatures and an increase in the occurrence of high temperatures and severe droughts reduce GDP. These variables substantially improve the share of GDP variations explained by weather. Additional evidence suggests that fiscal policy mitigates these shocks. (JEL E23, E62, O44, Q54, Q56)

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Publication Details

Journal
American Economic Journal Macroeconomics
Published
2025-06-27
DOI
https://doi.org/10.1257/mac.20230042
Citations
8
Primary Topic
Climate variability and models
Type
article
Field-Weighted Citation Impact
8.84
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article

Estimating Macrofiscal Effects of Climate Shocks from Billions of Geospatial Weather Observations

Matthieu Bellon, Berkay Akyapı, Emanuele Massetti
8 citations
American Economic Journal Macroeconomics
Climate variability and models
8.84
article

Estimating Macrofiscal Effects of Climate Shocks from Billions of Geospatial Weather Observations

Matthieu Bellon, Berkay Akyapı, Emanuele Massetti
article en
8 citations

Abstract

The literature studying the macroeconomics of weather has focused on temperature and precipitation annual averages, while micro studies have focused more on extreme weather measures. We construct hundreds of variables from high-frequency, high-spatial-resolution weather measurements. Using the LASSO, we identify the parsimonious subset of variables that can best explain GDP and key macrofiscal variables. We find that scarcer mild temperatures and an increase in the occurrence of high temperatures and severe droughts reduce GDP. These variables substantially improve the share of GDP variations explained by weather. Additional evidence suggests that fiscal policy mitigates these shocks. (JEL E23, E62, O44, Q54, Q56)

American Economic Journal MacroeconomicsVol. 17(3)
University of Florida (US), Institute of Materials Finishing (GB)
Openalex Percentile: Top 2%
Climate variability and models
8.84
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Estimating Macrofiscal Effects of Climate Shocks from Billions of Geospatial Weather Observations — Matthieu Bellon, Berkay Akyapı, et al. · American Economic Journal Macroeconomics (2025) | TGRS Research Map | TGRS