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PRWP

Reproducibility package for Digital Technology, Gender, And Structural Transformation: Evidence From The Mashreq

2026
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Reference ID
RR_LBN_2026_574
DOI
https://doi.org/10.60572/zg08-vn22
Author(s)
Adeel Tariq, Gladys Lopez Acevedo
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 23, 2026
Last modified
Feb 26, 2026
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Technological change has historically widened or preserved gender gaps in labor market outcomes in favor of men. The World Bank’s Digital Transformation and its Role in Expanding Women’s Economic Opportunities in Iraq, Jordan, and Lebanon (2025) provides a comprehensive diagnostic of the digital landscape facing women in the Mashreq, documenting large gender gaps in access, skills, and use; identifying infrastructure, regulatory, and social constraints; and outlining policy priorities to make digitalization more inclusive. This paper builds directly on that foundation by developing a formal framework that treats digital technology as potentially gender-biased technical change and by empirically testing whether digital adoption is differentially associated with women’s labor market outcomes. Using latent indices of digital skills and digital use constructed from the flagship survey data, we show that digital technology is more strongly associated with women’s labor force participation, sector-specific earnings, and key mediating factors—such as productive internet use, online safety behavior, and the easing of care-related constraints—than with corresponding outcomes for men. By linking these patterns to a dual-economy perspective on structural transformation, the paper reframes digitalization not merely as a tool for inclusion, but as a mechanism that may shift both labor demand and labor supply in ways that favor women in low-participation settings such as the Mashreq.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/481/download/1370/README.pdf
    Reproducibility package for Digital Technology, Gender, And Structural Transformation: Evidence From The Mashreq
    File name
    RR_LBN_2026_574
    Zip package
    RR_LBN_2026_574.zip
    Title
    Reproducibility package for Digital Technology, Gender, And Structural Transformation: Evidence From The Mashreq
    Date
    2026-02
    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 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: 16.0 GB

    Technology requirements

    Virtual verification runtime: 10 minutes

    Reproduction instructions

    Since all data used in the analysis are restricted and require special permissions, the reproducibility review was conducted through virtual verification following the Virtual Reproducibility Verification Protocols.

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

    1. Obtain access to the restricted data: The data used in this paper are restricted and require special permissions. Additional details are provided in the README file.
    2. Adjust file paths and run the code: After obtaining data access, update the directory specified in line 10 of master.do and run the script. All outputs will be generated in the output folder.
      Because access to the restricted data may not be possible for most users, this package includes the outputs generated by the author and verified by the reviewers. These files can be used to review and validate the results presented in the paper.

    Data

    Datasets
    Digital Gender Gap and Economic Opportunities Survey (DGGEOS)
    Name
    Digital Gender Gap and Economic Opportunities Survey (DGGEOS)
    Note
    Source: World Bank Digital Gender Gap and Economic Opportunities Survey (DGGEOS) is a multi-country household survey implemented by the World Bank to study digital access, labor market outcomes, and gender gaps in economic opportunities in Mashreq countries. Users interested in accessing this data must contact Salman Zaidi(szaidi5@worldbank.org) to request access.
    Access policy
    Data is restricted and not included in the reproducibility package.
    Citation
    World Bank. (2026). Digital Gender Gap and Economic Opportunities Survey (DGGEOS) [dataset]. [Restricted]
    Data statement

    All data sources are restricted and not included in the reproducibility package.

    Description

    Output
    Digital Technology, Gender, And Structural Transformation: Evidence From The Mashreq
    Type
    Working Paper
    Title
    Digital Technology, Gender, And Structural Transformation: Evidence From The Mashreq
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Adeel Tariq Lahore University of Management Sciences (LUMS) adeel.tariq@lums.edu.pk
    Gladys Lopez Acevedo World Bank gacevedo@worldbank.org
    Date of production

    2026-02-23

    Scope and coverage

    Geographic locations
    Location Code
    Lebanon LBN
    Keywords
    Digitalization Gender-Biased Technical Change Women’s Labor Force Participation Digital Skills And Use Structural Transformation
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J16 Economics of Gender • Non-labor Discrimination J1 Journal of Economic Literature (JEL)
    J21 Labor Force and Employment, Size, and Structure J2 Journal of Economic Literature (JEL)
    O33 Technological Change: Choices and Consequences • Diffusion Processes O3 Journal of Economic Literature (JEL)
    O15 Human Resources • Human Development • Income Distribution • Migration O1 Journal of Economic Literature (JEL)
    O17 Formal and Informal Sectors • Shadow Economy • Institutional Arrangements 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
    Adeel Tariq Lahore University of Management Sciences (LUMS) adeel.tariq@lums.edu.pk
    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

    2026-02-23

    Document version

    1

    Citation

    Citation
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