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PRWP

Reproducibility package for Psychological Barriers To Participation In The Labor Market: Evidence From Rural Ghana

2025
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Reference ID
RR_GHA_2025_474
Author(s)
Damien de Walque, Leandro Carvalho, Crick Lund, Heather Schofield, Vincent Somville, JIngyao Wei
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Nov 13, 2025
Last modified
Nov 13, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    Mental health conditions are strongly associated with reduced labor market participation, but the underlying channels through which such conditions impact labor supply remain unclear. We conduct a two-phase study decomposing this relationship by examining (i) job take-up decisions and (ii) labor supply, output, and earning conditional on job take-up, and (iii) quit rates. In Phase 1, women in rural Ghana are asked whether they would be willing to take-up a cash-for-work job during the lean season when alternative work is scarce. We find that individuals with depression and anxiety, which are common in this population, are much more likely to decline work offers outside the home but equally likely to accept work-from-home positions. In Phase 2, we randomly offer jobs at home to those who were willing to work from home, avoiding selection effects. Neither depression nor anxiety predict work completion, income, or quit rates. These findings suggest that poor mental health may harm labor market outcomes in traditional jobs outside of the home via reduced take-up, above and beyond the established negative impacts of mental health on productivity in work outside of the home. But, the results also suggest an alternative approach to improving labor market outcomes for those in poor mental health: work-from-home opportunities, which are not associated with lower take-up or lower productivity on the job for those in poor mental health.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/397/download/1129/README.pdf
    Reproducibility package for Psychological Barriers To Participation In The Labor Market: Evidence From Rural Ghana
    File name
    RR_GHA_2025_474
    Zip package
    RR_GHA_2025_474.zip
    Title
    Reproducibility package for Psychological Barriers To Participation In The Labor Market: Evidence From Rural Ghana
    Date
    2025-11
    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
    18.5 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: macOS Sequoia
    • Processor: Apple M4 Pro
    • Memory available: 24 GB

    Technology requirements

    Runtime: 10 minutes

    Reproduction instructions

    To reproduce the findings, users must:

    1. Wait until the embargoed data become available in the Microdata Library.
    2. Once the data are available, download them and place the files in the data/generated folder.
    3. Update the data path in the main do-file.
    4. Run the code.
      Since the data are not currently included in the package and the embargo will take about one year to be lifted, the outputs generated by the replicators are included in the reproducibility package so users can review the findings using these results.

    Data

    Datasets
    Psychological Barriers to Participation in the Labor Market: Evidence from Rural Ghana Survey Data
    Name
    Psychological Barriers to Participation in the Labor Market: Evidence from Rural Ghana Survey Data
    Note
    Files located at: data/generated/Pilot_3_Census_Reshaped_Analysis.dta; Pilot_3_MH_Census_Study.dta; Pilot_3_Attrition.dta.
    Access policy
    Data is temporarily embargoed by the authors and will become available in the Microdata Library in November 2026.
    Citation
    Carvalho, L., de Walque, D., Lund, C., Schofield, H., Somville, V., & Wei, J. (forthcoming). Psychological Barriers to Participation in the Labor Market: Evidence from Rural Ghana – Survey data [dataset].
    Data statement

    All data is temporarily embargoed by the authors and is expected to be made public in November 2026.

    Description

    Output
    Psychological Barriers To Participation In The Labor Market: Evidence From Rural Ghana
    Type
    Working Paper
    Title
    Psychological Barriers To Participation In The Labor Market: Evidence From Rural Ghana
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Damien de Walque World Bank ddewalque@worldbank.org
    Leandro Carvalho University of Southern California lcarvalh@usc.edu
    Crick Lund King's College London crick.lund@kcl.ac.uk
    Heather Schofield Cornell University heather.schofield@gmail.com
    Vincent Somville NHH Norwegian School of Economics Vincent.Somville@nhh.no
    JIngyao Wei NHH Norwegian School of Economics Jingyao.Wei@nhh.no
    Date of production

    2025-11-05

    Scope and coverage

    Geographic locations
    Location Code
    Ghana GHA
    Keywords
    Mental Health Labor Force Participation Depression Anxiety Work From Home Ghana
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I15 Health and Economic Development I1 Journal of Economic Literature (JEL)
    J22 Time Allocation and Labor Supply J2 Journal of Economic Literature (JEL)
    O15 Human Resources • Human Development • Income Distribution • Migration O1 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
    Damien de Walque World Bank ddewalque@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

    2025-11-05

    Document version

    1

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