The GDP-Temperature relationship: Implications for climate change damages

Econometric models of temperature impacts on GDP are increasingly used to inform global warming damage assessments. But theory does not prescribe estimable forms of this relationship. By estimating 800 plausible specifications of the temperature-GDP relationship, we demonstrate that a wide variety o...

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Published inJournal of environmental economics and management Vol. 108; p. 102445
Main Authors Newell, Richard G., Prest, Brian C., Sexton, Steven E.
Format Journal Article
LanguageEnglish
Published Elsevier Inc 01.07.2021
Elsevier B.V
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Abstract Econometric models of temperature impacts on GDP are increasingly used to inform global warming damage assessments. But theory does not prescribe estimable forms of this relationship. By estimating 800 plausible specifications of the temperature-GDP relationship, we demonstrate that a wide variety of models are statistically indistinguishable in their out-of-sample performance, including models that exclude any temperature effect. This full set of models, however, implies a wide range of climate change impacts by 2100, yielding considerable model uncertainty. The uncertainty is greatest for models that specify effects of temperature on GDP growth that accumulate over time; the 95% confidence interval that accounts for both sampling and model uncertainty across the best-performing models ranges from 84% GDP losses to 359% gains. Models of GDP levels effects yield a much narrower distribution of GDP impacts centered around 1–3% losses, consistent with damage functions of major integrated assessment models. Further, models that incorporate lagged temperature effects are indicative of impacts on GDP levels rather than GDP growth. We identify statistically significant marginal effects of temperature on poor country GDP and agricultural production, but not rich country GDP, non-agricultural production, or GDP growth.
AbstractList Econometric models of temperature impacts on GDP are increasingly used to inform global warming damage assessments. But theory does not prescribe estimable forms of this relationship. By estimating 800 plausible specifications of the temperature-GDP relationship, we demonstrate that a wide variety of models are statistically indistinguishable in their out-of-sample performance, including models that exclude any temperature effect. This full set of models, however, implies a wide range of climate change impacts by 2100, yielding considerable model uncertainty. The uncertainty is greatest for models that specify effects of temperature on GDP growth that accumulate over time; the 95% confidence interval that accounts for both sampling and model uncertainty across the best-performing models ranges from 84% GDP losses to 359% gains. Models of GDP levels effects yield a much narrower distribution of GDP impacts centered around 1–3% losses, consistent with damage functions of major integrated assessment models. Further, models that incorporate lagged temperature effects are indicative of impacts on GDP levels rather than GDP growth. We identify statistically significant marginal effects of temperature on poor country GDP and agricultural production, but not rich country GDP, non-agricultural production, or GDP growth.
ArticleNumber 102445
Audience Academic
Author Sexton, Steven E.
Prest, Brian C.
Newell, Richard G.
Author_xml – sequence: 1
  givenname: Richard G.
  surname: Newell
  fullname: Newell, Richard G.
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  organization: Resources for the Future, 1616 P St NW, Washington, DC, 20036, USA
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  givenname: Brian C.
  orcidid: 0000-0002-9251-3393
  surname: Prest
  fullname: Prest, Brian C.
  email: prest@rff.org
  organization: Resources for the Future, 1616 P St NW, Washington, DC, 20036, USA
– sequence: 3
  givenname: Steven E.
  surname: Sexton
  fullname: Sexton, Steven E.
  email: steven.sexton@duke.edu
  organization: Duke University, 201 Science Drive, Durham, NC, 27708, USA
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Snippet Econometric models of temperature impacts on GDP are increasingly used to inform global warming damage assessments. But theory does not prescribe estimable...
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StartPage 102445
SubjectTerms Agriculture
Analysis
Climate change
Cross validation
Econometrics
Environmental aspects
GDP impacts
Global warming
Gross domestic product
Model uncertainty
Title The GDP-Temperature relationship: Implications for climate change damages
URI https://dx.doi.org/10.1016/j.jeem.2021.102445
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