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PRWP

Reproducibility package for Rising Heat In The Labor Market: The Impact Of Climate Change On Jobs In Europe

2026
Reference ID
RR_EUR_2025_519
Author(s)
Thomas Farole, Luca Bettarelli, Michael Ganslmeier, Indhira Vanessa Santos, Marc Schiffbauer
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
May 06, 2026
Last modified
May 08, 2026
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    This paper studies the impact of rising heat on labor markets across Europe by combining geocoded district-level, establishment-level and wet-bulb temperature (WBT) data. At the district level, we construct a panel covering 1,525 NUTS-3 districts across 32 countries from 1980–2023, disaggregated by ten economic sectors to estimate dynamic labor market responses to WBT increases. We complement the analysis using representative, geocoded surveys covering over 46,000 establishments. We find that a one standard deviation increase in yearly WBT (0.7°C) reduces employment growth by 0.3 percent two years later. In a long-term perspective, our results indicate that the increase in WBT temperature since 1980 may have reduced employment in Europe by around 1.1 million jobs, equivalent to more than half of a normal year of employment growth. The effect is stronger in heat-exposed, low-wage, and labor-intensive sectors, as well as in small and young establishments. It also leads to persistent declines in hours worked and gross value-added levels. In contrast to the negative employment impact, real average wage growth rises after temperature increases because low-skill workers and low-wage establishments bear the brunt of the employment impact within sectors. As a result, the composition of employment shifts towards higher-paid jobs. The impact of rising WBT is in part explained by limited adaptation: fewer than one-third of small and about half of large establishments in Europe invest in cooling technology, with establishments paying lower wages and facing less favorable local business environments being less likely to adapt

    Reproducibility Package

    Scripts
    Readme
    Link: https://reproducibility.worldbank.org/catalog/549/download/1603/README.pdf
    Reproducibility package for Rising Heat In The Labor Market: The Impact Of Climate Change On Jobs In Europe
    File name
    RR_EUR_2025_519
    Zip package
    RR_EUR_2025_519.zip
    Title
    Reproducibility package for Rising Heat In The Labor Market: The Impact Of Climate Change On Jobs In Europe
    Date
    2026-03
    Dependencies
    Stata dependencies are listed in the ado folder.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DECDI) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    19.5 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz
    • Memory available: 32.0 GB

    Technology requirements

    Runtime: 30 minutes approximately.

    Reproduction instructions

    The replication package starts from intermediate datasets, which are included in the package. The code used to construct these datasets from the raw data is not included; however, the data construction process is described in the README, and some of the raw datasets are included.
    To reproduce the findings, a new user needs to:

    1. Adjust the file path in the wbes/replication_wbes.do do-file and run the code.
    2. Adjust the file path in the ardeco/replication_ardeco.do do-file and run the code.

    Data

    Datasets
    World Bank Enterprise Surveys (WBES)
    Name
    World Bank Enterprise Surveys (WBES)
    Note
    Source: World Bank. Access date: January 2025. Datasets accessed: StandardizedNew-2006-2025-core4; ECA-MENA-with-Green-Economy-41-WBES-full-data; Firm-Level-TFP-Estimates-and-Factor-Ratios-Data-and-Documentation; and ES-Indicators-Database-Global-Methodology. File location: replication/wbes/. File names: New_Comprehensive_December_15_2025.dta; combined WBES_ECA MENA_2020.dta; Firm Level TFP Estimates and Factor Ratios_December_15_2025.dta; and ES-Indicators-Database-Global-Methodology_December_15_2025.dta.
    Access policy
    Data access requires purchase or human approval and is not included in the reproducibility package.
    License
    Custom License
    License URL
    https://login.enterprisesurveys.org/content/sites/financeandprivatesector/en/terms.html
    Data URL
    https://www.enterprisesurveys.org/en/enterprisesurveys
    Citation
    World Bank. (2025). World Bank Enterprise Surveys (WBES) [dataset]. Available at www.enterprisesurveys.org. Accessed in January 2025
    Annual Regional Database of the European Commission website (ARDECO)
    Name
    Annual Regional Database of the European Commission website (ARDECO)
    Note
    Source: European Commission. Access date: January 2025. Datasets accessed: SNETZ (employment by industry); SOVGZ (GVA by industry at constant prices); SUVGZ (GVA by industry at PPP); RNLHZ (hours worked by industry); ROWCZ (compensation of employee by industry at constant prices); SOVGDP (GDP per capita at constant price); and ROIGZ (Gross Fixed Capital Formation by industry at constant prices) Note: Although the raw ARDECO data is not included, it was reshaped into long format and merged to produce `ardeco/ardeco.dta`, which is included in the replication package. No code is provided to automate the download, reshaping, or merging process; users wishing to reproduce this step will need to do so independently.
    Access policy
    Data is publicly available but not included in the replication package because the version of the data used by the authors is no longer available. Intermediate data is provided, which is sufficient to reproduce the results.
    License
    Creative Commons Attribution 4.0 International (CC BY 4.0)
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://territorial.ec.europa.eu/ardeco/explorer?lng=en
    Citation
    European Commission, Joint Research Centre. Annual Regional Database of the European Commission (ARDECO) [datasets]. Available at:https://territorial.ec.europa.eu/ardeco/explorer?lng=en . Accessed January 2025.
    Copernicus Climate Data Store: ERA5 reanalysis
    Name
    Copernicus Climate Data Store: ERA5 reanalysis
    Note
    Source: Copernicus Climate Change Service, Climate Data Store. Access date: January 2023. File location: replication/wbes/weather data. Note: The replication code does not run from this raw dataset. Instead, it starts from intermediate datasets constructed from it. The code used to generate these intermediate datasets is not included; however, the data construction process is described in the README.
    Access policy
    Data is publicly available but not included in the reproducibility package due to file size constraints.
    License
    CC-BY licence
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels?tab=overview
    Citation
    Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 hourly data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS), DOI: 10.24381/cds.adbb2d47. Accessed in January 2023.
    Wet Bulb Temperature (WBT)
    Name
    Wet Bulb Temperature (WBT)
    Note
    Source: World Bank Climate Change Knowledge Portal. Access date: January 2025. File location: replication/wbes/weather data. Note: The replication code does not run from this raw dataset. Instead, it starts from intermediate datasets constructed from it. The code used to generate these intermediate datasets is not included; however, the data construction process is described in the README.
    Access policy
    Data is publicly available and included in the replication package.
    License
    https://creativecommons.org/licenses/by/4.0/
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://climateknowledgeportal.worldbank.org/download-data
    Citation
    World Bank (2024). Climate Change Knowledge Portal (CCKP): Observed Climate Data, ERA5 0.25-degree (Wet Bulb Temperature). Dataset: timeseries-wbt-monthly-mean_era5-x0.25_era5-x0.25-historical_timeseries_mean_1950-2023.nc. Available at: Climate Change Knowledge Portal at https://climateknowledgeportal.worldbank.org/download-data.
    Territorial units for statistics (NUTS)
    Name
    Territorial units for statistics (NUTS)
    Note
    Source: European Commission. Access date: January 2025. File location: "ardeco\NUTS_RG_20M_2021_3035.dta" and "ardeco\NUTS_RG_20M_2021_3035_shp.dta".
    Access policy
    Data is publicly available and included in the replication package.
    License
    Creative Commons Attribution 4.0 International (CC BY 4.0)
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://ec.europa.eu/eurostat/web/gisco/geodata/statistical-units/territorial-units-statistics
    Citation
    Eurostat. (2025). Territorial units for statistics (NUTS) [dataset]. GISCO – European Commission. Available at https://ec.europa.eu/eurostat/web/gisco/geodata/statistical-units/territorial-units-statistics. Accessed in January 2025.
    Data statement

    Some data is limited-access and has not been included in the reproducibility package. For more details, refer to the README file.

    Description

    Output
    Rising Heat In The Labor Market: The Impact Of Climate Change On Jobs In Europe
    Type
    Working Paper
    Title
    Rising Heat In The Labor Market: The Impact Of Climate Change On Jobs In Europe
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Thomas Farole World Bank tfarole@ifc.org
    Luca Bettarelli University of Palermo luca.bettarelli@unipa.it
    Michael Ganslmeier University of Exeter m.ganslmeier@exeter.ac.uk
    Indhira Vanessa Santos World Bank isantos@worldbank.org
    Marc Schiffbauer World Bank mchiffbauer@worldbank.org
    Date of production

    2026-03-03

    Scope and coverage

    Geographic locations
    Location Code
    Europe EUR
    Keywords
    Climate Change Labor Markets Wet-Bulb Temperature Adaptation
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q54 Climate • Natural Disasters and Their Management • Global Warming Q5 Journal of Economic Literature (JEL)
    J21 Labor Force and Employment, Size, and Structure J2 Journal of Economic Literature (JEL)
    R11 Regional Economic Activity: Growth, Development, Environmental Issues, and Changes R1 Journal of Economic Literature (JEL)

    Disclaimer

    Disclaimer

    The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.

    Access and rights

    License
    Name URI
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Thomas Farole World Bank tfarole@ifc.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DECDI World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2026-03-03

    Document version

    1

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