When Forecasts Meet Reality

This paper assesses estimates of the economic impacts of climate change by leveraging the IMF’s World Economic Outlook (WEO) forecasts (1990-2023) as climate-free counterfactuals. Placebo tests confirm WEO forecasts do not capture climate effects. By adding climate damage estimates to forecasts and comparing with actual GDP growth, we find climate damage functions explain only a small share of forecast errors—reducing mean absolute errors by up to 0.4 percentage points (about 6% of the forecast error). The most severe damage functions predict contractions in some countries that are inconsistent with observed growth, suggesting overstated near-term climate impacts.

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Publication Details

Journal
IMF Working Paper
Published
2026-04-30
DOI
https://doi.org/10.5089/9798229043823.001
Primary Topic
Sustainable Finance and Green Bonds
Type
article
Field-Weighted Citation Impact
0.00
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article

When Forecasts Meet Reality

Paul Waidelich, Matthieu Bellon, Johannes Emmerling, Emanuele Massetti
IMF Working Paper
Sustainable Finance and Green Bonds
article

When Forecasts Meet Reality

Paul Waidelich, Matthieu Bellon, Johannes Emmerling, Emanuele Massetti
article en

Abstract

This paper assesses estimates of the economic impacts of climate change by leveraging the IMF’s World Economic Outlook (WEO) forecasts (1990-2023) as climate-free counterfactuals. Placebo tests confirm WEO forecasts do not capture climate effects. By adding climate damage estimates to forecasts and comparing with actual GDP growth, we find climate damage functions explain only a small share of forecast errors—reducing mean absolute errors by up to 0.4 percentage points (about 6% of the forecast error). The most severe damage functions predict contractions in some countries that are inconsistent with observed growth, suggesting overstated near-term climate impacts.

IMF Working PaperVol. 2026(085)
Climate action
Openalex Percentile: Top 5%
Sustainable Finance and Green Bonds
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