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PRWP

Reproducibility package for Building Women’s Skills for Economic Inclusion and Resilience

2025
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Reference ID
RR_UGA_2025_262
DOI
https://doi.org/10.60572/rwa0-re66
Author(s)
Megan Lang, Julia Seither, Maria Sofia Casabianca Gonzalez
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jan 24, 2025
Last modified
Jan 24, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Can skills-based programs promote women’s economic inclusion? This study randomizes access to a program teaching entrepreneurship skills in rural Uganda. The program covers record-keeping, identifying business opportunities, raising capital, and soft skills like perseverance and confidence, but it provides no access to cash or capital. Treated women are 17 percent more likely to generate income from their own businesses 18 months post-program. They heavily re-invest in their businesses. High-frequency data show that treated women also fare significantly better during the COVID-19 lockdown than women in the control group. Exploiting social network data, this paper detects positive network-based spillovers to the control group and provides novel tools to adjust estimates accordingly. Although the program is not transformative, the results indicate an important role for skills-based programming in efforts for economic inclusion among rural, low-income women.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/231/download/671/README.pdf
    Reproducibility package for Building Women’s Skills for Economic Inclusion and Resilience
    Title
    Reproducibility package for Building Women’s Skills for Economic Inclusion and Resilience
    Date
    2025-01
    Dependencies
    All dependencies are included in the ado folder included in the reproducibility package.
    Notes
    Computational reproducibility verified by the Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    18.0 MP

    Reproducibility

    Technology environment

    ~ 15 minutes

    Technology requirements

    Paper exhibits were reproduced in a computer with the following specifications:
    – OS: Windows 11 Enterprise
    – Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    – Memory available: 15.7 GB
    – Software version: Stata 18.0 MP

    Reproduction instructions

    To successfully run this package, update the file path in the main .do file to match your local directory structure, and then execute the script.

    Data

    Datasets
    Skills Survey Data
    Name
    Skills Survey Data
    Note
    This study collected in-person survey data at baseline, midline, and endline to track changes in women’s businesses over time, high-frequency SMS data on revenues to assess resilience to economic shocks, and social and business network data to quantify network-based spillovers. Located at the data folder.
    Access policy
    Included with the package
    License
    Creative Commons 1.0 Universal (CC0 1.0) License
    License URL
    https://creativecommons.org/publicdomain/zero/1.0/
    Data URL
    https://doi.org/10.7910/DVN/9D7Z0W
    Data statement

    All data sources are publicly available and included in the reproducibility package.

    Description

    Output
    Building Women’s Skills for Economic Inclusion and Resilience
    Type
    World Bank Policy Research Working Papers
    Title
    Building Women’s Skills for Economic Inclusion and Resilience
    Authors
    Megan Lang, Julia Seither
    Description
    Policy Research Working Paper (PRWP) 10980
    URL
    http://documents.worldbank.org/curated/en/099554411192426986/IDU17451e8d9125d7142691ae7b13b003d1e77c6
    DOI
    https://doi.org/10.1596/1813-9450-10980
    Authors
    Author Affiliation Email
    Megan Lang World Bank mlang@worldbank.org
    Julia Seither Universidad del Rosario julia.seither@urosario.edu.co
    Maria Sofia Casabianca Gonzalez Trinity College Dublin casabiam@tcd.ie
    Date of production

    2025-01

    Scope and coverage

    Geographic locations
    Location Code
    Uganda UGA
    Keywords
    Female Empowerment Rural Development Poverty Alleviation Uganda
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    D13 Household Production and Intrahousehold Allocation D1 JEL Classifications
    D23 Organizational Behavior; Transaction Costs; Property Rights D2 JEL Classifications
    D91 Micro-Based Behavioral Economics: Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making D9 JEL Classifications
    J16 Economics of Gender; Non-labor Discrimination J1 JEL Classifications
    O12 Microeconomic Analyses of Economic Development O1 JEL Classifications

    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
    Megan Lang World Bank mlang@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

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

    2024-01-23

    Document version

    1

    Citation

    Citation
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