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Reproducibility package for Five Frictions: Key Labor Market Barriers To Unlocking Job Growth In The Green Transition

2025
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Reference ID
FR_WLD_2025_439
Author(s)
Camilla Knudsen, Fernanda Senra de Moura, Joris Bücker, Penny Mealy
Collections
Flagships and Reports
Metadata
JSON
Created on
Nov 12, 2025
Last modified
Nov 12, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    The labor market is undergoing major changes driven by technological, economic, and demographic factors. Climate change and climate action are contributing to these shifts, driving growth in some sectors while causing decline in others. In the context of the green transition, the overall impact on employment is expected to be neutral or net positive. However, labor market frictions can hinder workers from transitioning out of declining sectors or into growing ones, posing significant development challenges. These bottlenecks can slow down the pace of the green transition and lead to adverse outcomes for workers who are unable to find suitable alternative employment, resulting in negative impacts at both micro and macroeconomic levels. This paper proposes a framework that classifies labor market frictions along five dimensions: what workers do, where workers are, when workers are available, who workers are, and why people work. Frictions arise when there is a misalignment between labor supply and labor demand in any of these dimensions. Within the framework, these misalignments are categorized as skill-, spatial-, temporal-, norm-, or preference-related mismatches, respectively. Drawing on insights from World Bank analyses, the paper further identifies potential solutions to address each friction, providing guidance for policymakers to facilitate smoother workforce transitions and maximize macroeconomic benefits from the green transition. Although developed in the context of the green transition, the framework can be generalized to other economic shocks and transformations.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/396/download/1125/README.pdf
    Reproducibility package for Five Frictions: Key Labor Market Barriers To Unlocking Job Growth In The Green Transition
    File name
    FR1_WLD_2025_439
    Zip package
    FR1_WLD_2025_439.zip
    Title
    Reproducibility package for Five Frictions: Key Labor Market Barriers To Unlocking Job Growth In The Green Transition
    Date
    2025-10
    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
    Python
    Name
    Python
    Version
    3.13.5
    Gephi
    Name
    Gephi
    Version
    0.10.1

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise, version 24H2
    • Processor: Intel(R) Core(TM) Ultra 7 165U (2.10 GHz)
    • Memory available: 32 GB

    Technology requirements

    Runtime: Approximately 2 minutes.

    Reproduction instructions

    Access to some of the datasets used in this reproducibility package is restricted. Please see details in the README.
    Because reviewers did not have access to the restricted data, only Figure 9 was verified. Figures 6 and 10 could not be verified due to these data limitations; however, the code to generate them is included in the package.
    As the restricted data are not accessible, this reproducibility package includes the outputs for Figure 9 generated by the reviewers during verification. These are located in the “Out” folder.

    Data

    Datasets
    RAIS – Relação Anual de Informações Sociais
    Name
    RAIS – Relação Anual de Informações Sociais
    Note
    Source: The Brazilian Institute of Geography and Statistics (IBGE)
    Access policy
    Data access was granted directly to the study authors by the data owners. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    Data URL
    https://ces.ibge.gov.br/base-de-dados/metadados/mte/relacao-anual-de-informacoes-sociais-rais
    Citation
    Brazilian Ministry of Labor and Economy. 1975. "RAIS – Relação Anual de Informações Sociais [dataset]," Accessed via The Brazilian Institute of Geography and Statistics [distributor] https://ces.ibge.gov.br/base-de-dados/metadados/mte/relacao-anual-de-informacoes-sociais-rais, 2025
    The Georgia Labor Force Surveys (2020-2023)
    Name
    The Georgia Labor Force Surveys (2020-2023)
    Note
    Source: National Statistics Office of Georgia Located at: Data\Georgia\
    Access policy
    Data is publicly available and included in the package.
    License
    Open Data License
    License URL
    https://www.geostat.ge/en/page/monacemta-gamoyenebis-pirobebi
    Data URL
    https://www.geostat.ge/en/modules/categories/130/labour-force-survey-databases
    Citation
    National Statistics Office of Georgia. 2024. "Labour Force Survey [dataset]," https://www.geostat.ge/en/modules/categories/130/labour-force-survey-databases, 2025.
    Data on occupations and skills
    Name
    Data on occupations and skills
    Note
    Source: European Union ESCO (European Skills, Competences, and Occupations) Located at: Data\ESCO\
    Access policy
    Data is publicly available and included in the package.
    License
    Creative Commons Attribution 4.0 International (CC BY 4.0)
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://esco.ec.europa.eu/en
    Citation
    European Skills, Competences, Qualifications and Occupations (ESCO). 2024. "Data on occupations and skills [dataset]," https://esco.ec.europa.eu/en, 2025.
    Brasil - Municipal Network (2017)
    Name
    Brasil - Municipal Network (2017)
    Note
    Source: Brazilian Institute of Geography and Statistics Located at: Data\Brazil shapefile
    Access policy
    Data is publicly available and included in the package.
    License
    Open Data License
    License URL
    https://www.ibge.gov.br/acesso-informacao/acoes-e-programas/politica-de-privacidade.html
    Data URL
    https://www.ibge.gov.br/geociencias/organizacao-do-territorio/malhas-territoriais/15774-malhas.html?edicao=27411&t=o-que-e
    Citation
    Brazilian Institute of Geography and Statistics. 2017. "Municipal Network [dataset]," https://www.ibge.gov.br/geociencias/organizacao-do-territorio/malhas-territoriais/15774-malhas.html?edicao=27411&t=acesso-ao-produto, 2025.
    Data statement

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

    Description

    Output
    Five Frictions: Key Labor Market Barriers To Unlocking Job Growth In The Green Transition
    Type
    Flagship or other report
    Title
    Five Frictions: Key Labor Market Barriers To Unlocking Job Growth In The Green Transition
    Description
    World Bank Reports & Flagships
    URL
    https://openknowledge.worldbank.org/entities/publication/0975ae6e-0203-4290-8b4d-b128cc5fc081
    Authors
    Author Affiliation Email
    Camilla Knudsen World Bank cknudsen@worldbank.org
    Fernanda Senra de Moura World Bank; University of Oxford fmoura@worldbank.org
    Joris Bücker World Bank; University of Oxford jbucker@worldbank.org
    Penny Mealy World Bank pmealy@worldbank.org
    Date of production

    2025-10-27

    Scope and coverage

    Geographic locations
    Location Code
    World WLD

    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
    Camilla Knudsen World Bank cknudsen@worldbank.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

    2025-10-27

    Document version

    1

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