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PRWP

Reproducibility package for A Global Profile Of Work And Poverty: Two Decades Of Evidence

2026
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Reference ID
RR_WLD_2026_776
Author(s)
Maurizio Bussolo, Christoph Lakner, Minh Cong Nguyen
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 28, 2026
Last modified
Oct 30, 2026
Page views
8
Downloads
13
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    We construct a new global database that links harmonized labor-market information from household surveys to the welfare distributions underlying the global poverty estimates. Covering 150 economies and 96 percent of the world’s population between 2003 and 2024, the database places individuals in the global welfare distribution while recording their education, employment status, and sector of work. This unique linkage allows us to compare labormarket outcomes between poor and non-poor populations within and across countries over two decades. Relative to the non-poor, poor workers are less educated, substantially more likely to be self-employed, and far more concentrated in agriculture, while employment rates are broadly similar. At the $3.00 poverty line, 61 percent of poor workers have only primary education or less, 79 percent are self-employed, and 66 percent work in agriculture, compared with 25 percent, 35 percent, and 20 percent among the non-poor. Counterfactual simulations suggest that narrowing gaps in education, employment type, and sector would reduce poverty substantially, often by more than comparable increases in employment. Decomposing growth in welfare per person between 2003 and 2024 into the returns of labor, the employment rate, and the working-age share, shows that the returns to labor explain all of the observed poverty reduction.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/685/download/2070/README.pdf
    Reproducibility package for A Global Profile Of Work And Poverty: Two Decades Of Evidence
    File name
    RR_WLD_2026_776
    Zip package
    RR_WLD_2026_776.zip
    Title
    Reproducibility package for A Global Profile Of Work And Poverty: Two Decades Of Evidence
    Date
    2026-10
    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

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: INTEL(R) XEON(R) PLATINUM 8562Y+ 2.80 GHz (2 processors)
    • Memory available: 128.0 GB

    Technology requirements

    Run time: 3 hours

    Reproduction instructions

    To reproduce the findings in this paper, a replicator must:

    1. Secure Access to Data: Access the datasets not included in the package. See the Datasets section for more details.
    2. Run the Package: Update global path in 01.code/dofile/master dofile to your local package path, and run it.
      Note: Since the data is not included, the package includes the results produced by replicators. These files can be used to review the results presented in the paper.

    Data

    Datasets
    Lineup Data for A Global Profile of Work and Poverty: Two Decades of Evidence
    Name
    Lineup Data for A Global Profile of Work and Poverty: Two Decades of Evidence
    Note
    Source: World Bank
    Access policy
    Data access requires human approval and is not included in the reproducibility package.
    License
    License Not Applicable (AMS 6.21A)
    License URL
    https://datacatalog.worldbank.org/int/all-licenses?fragment=lna
    Data URL
    https://datacatalog.worldbank.org/int/data/dataset/0067178/lineup_data_for_a_global_profile_of_work_and_poverty_two_decades_of_evidence
    Citation
    World Bank. 2026. "Lineup Data for A Global Profile of Work and Poverty: Two Decades of Evidence" [dataset]. World Bank Data Catalog. https://datacatalog.worldbank.org/int/data/dataset/0067178/lineup_data_for_a_global_profile_of_work_and_poverty_two_decades_of_evidence. Accessed October 2026.
    Data statement

    The reproducibility package relies on one type of data: limited-access data. For the source, access type, file location, and citation of each dataset, refer to the Datasets section and the README file.

    Description

    Output
    A Global Profile Of Work And Poverty: Two Decades Of Evidence
    Type
    Working Paper
    Title
    A Global Profile Of Work And Poverty: Two Decades Of Evidence
    Description
    Policy Research Working Paper (PRWP) WPS11488
    URL
    http://documents.worldbank.org/curated/en/099656210212622853
    DOI
    https://www.doi.org/10.1596/1813-9450-11488
    Authors
    Author Affiliation Email
    Maurizio Bussolo World Bank mbussolo@worldbank.org
    Christoph Lakner World Bank clakner@worldbank.org
    Minh Cong Nguyen World Bank mnguyen3@worldbank.org
    Date of production

    2026-10-28

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Poverty Labor Supply Structural Transformation Returns To Work Household Surveys
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I32 Measurement and Analysis of Poverty I3 Journal of Economic Literature (JEL)
    J21 Labor Force and Employment, Size, and Structure J2 Journal of Economic Literature (JEL)
    J24 Human Capital • Skills • Occupational Choice • Labor Productivity J2 Journal of Economic Literature (JEL)
    O15 Human Resources • Human Development • Income Distribution • Migration O1 Journal of Economic Literature (JEL)
    O57 Comparative Studies of Countries O5 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
    MIT License https://opensource.org/license/mit
    World Bank IGO Rider https://github.com/worldbank/metadata-editor/blob/main/WB-IGO-RIDER.md

    Contacts

    Contacts
    Name Affiliation Email
    Maurizio Bussolo World Bank mbussolo@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

    2026-10-28

    Document version

    1

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