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PRWP

Reproducibility package for The Fertility Impacts of Development Programs

2024
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Reference ID
RR_SSA_2024_128
DOI
https://doi.org/10.60572/a3f4-sk40
Author(s)
Aletheia Donald, Markus Goldstein, Tricia Koroknay-Palicz, Mathilde Sage
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jun 17, 2024
Last modified
May 15, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper examines how women’s fertility responds to increases in their earnings and household wealth using six experiments conducted in sub-Saharan Africa. Contrary to predictions that an increase in female earnings raises the opportunity cost of childbearing and that this will lower fertility, we find that an increase in the profits of female business-owners in Togo and Ethiopia results in them having more children. We also observe a positive fertility response to increases in the value of household assets induced by land formalization programs in Benin and Ghana. These results are driven by women who are in most need of sons for support in old age or in case of widowhood. Our findings suggest that women’s lack of long-term economic security is an important driver of fertility in sub-Saharan Africa.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/156/download/427/README.pdf
    Reproducibility package (code) for The Fertility Impacts of Development Programs
    Title
    Reproducibility package (code) for The Fertility Impacts of Development Programs
    Date
    2024-06
    Dependencies
    All dependencies are stored in the ado folder contained in the reproducibility package.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by 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
    17

    Reproducibility

    Technology environment

    The code was reproduced on the author's computer with the following specifications:
    • OS: macOS version 10.15.7
    • Processor: Intel Core i7 processor running at 2.8 GHz
    • Software version: Stata version 17

    Technology requirements

    ~5 minutes runtime

    Reproduction instructions

    The reproducibility verification was conducted virtually due to the confidential nature of the data, which was not shared with the reproducibility team and is not included in the package. The package does include the code, results, and log files, allowing replicators to review the entire process used by the authors. For more details about the data, please refer to the README file or contact Mathilde Sage at mathilde.sage@dauphine.eu.

    Data

    Datasets
    Impact Evaluation of the Nationwide Land Tenure Regularization (LTR) Program in Rwanda (2015)
    Name
    Impact Evaluation of the Nationwide Land Tenure Regularization (LTR) Program in Rwanda (2015)
    Note
    Source: Ali, Daniel; Deininger,Klaus W.; Goldstein,Markus P.; La Ferrara,Eliana. Empowering women through land tenure regularization: evidence from the impact evaluation of the national program in Rwanda. Development research group case study Washington, D.C: World Bank Group. http://documents.worldbank.org/curated/en/241921467986301910/Empowering-women-through-land-tenure-regularization-evidence-from-the-impact-evaluation-of-the-national-program-in-Rwanda
    Access policy
    Data is not publicly available and not included in the reproducibility package.
    Randomized Controlled Trial of a Land Formalization Program in Benin (2018)
    Name
    Randomized Controlled Trial of a Land Formalization Program in Benin (2018)
    Note
    Source: Goldstein, Markus; Houngbedji, Kenneth; Kondylis, Florence O'Sullivan, Michael; and Selod, Harris. Formalization without certification? Experimental evidence on property rights and investment. Journal of Development Economics, 132, 57–74. https://doi.org/10.1016/j.jdeveco.2017.12.008
    Access policy
    Not included in the package. Data might be available upon requesting the authors.
    Randomized Controlled Trial in Togo (2017)
    Name
    Randomized Controlled Trial in Togo (2017)
    Note
    Source: Campos,Francisco; Frese,Michael; Goldstein, Markus; Iacovone, Leonardo; Johnson, Hillary C.; McKenzie, David and Mensmann, Mona. Teaching personal initiative beats traditional training in boosting small business in West Africa. Science Advances, 5, 7, (2019). https://doi.org/10.1126/science.aan5329
    Access policy
    Data is not publicly available and not included in the reproducibility package.
    Randomized Controlled Trial of Women-owned Micro and Small Enterprises in Ethiopia (2019)
    Name
    Randomized Controlled Trial of Women-owned Micro and Small Enterprises in Ethiopia (2019)
    Note
    Source: Alibhai,Salman; Buehren,Niklas; Frese,Michael Dr.; Goldstein,Markus P.; Papineni,Sreelakshmi; Wolf,Kathrin. Full Esteem Ahead Mindset-Oriented Business Training in Ethiopia. Policy Research working paper, no. WPS 8892 Washington, D.C: World Bank Group. http://documents.worldbank.org/curated/en/247671560784088055/Full-Esteem-Ahead-Mindset-Oriented-Business-Training-in-Ethiopia
    Access policy
    Data is not publicly available and not included in the reproducibility package.
    Randomized Controlled Trial of Experienced Businesswomen in Ethiopia (2022)
    Name
    Randomized Controlled Trial of Experienced Businesswomen in Ethiopia (2022)
    Note
    Source: Bakhtiar, M. Mehrab; Bastian, Gautam; Goldstein, Markus P. Business Training and Mentoring : Experimental Evidence from Women-Owned Microenterprises in Ethiopia. Policy Research working paper, no. WPS 9552 Washington, D.C: World Bank Group. http://documents.worldbank.org/curated/en/123731614020646755/Business-Training-and-Mentoring-Experimental-Evidence-from-Women-Owned-Microenterprises-in-Ethiopia
    Access policy
    Data is not publicly available and not included in the reproducibility package.
    Data statement

    The datasets used in this meta-analysis are not publicly available. They consist of proprietary data collected by the World Bank Gender Innovation Lab, which was shared with the authors. As most of the contributing authors have pending publications that utilize these datasets, they have chosen not to make the data publicly available before their own publications.

    Description

    Output
    The Fertility Impacts of Development Programs
    Type
    Working Paper
    Title
    The Fertility Impacts of Development Programs
    Authors
    Aletheia Donald, Markus Goldstein, Tricia Koroknay-Palicz and Mathilde Sage
    Description
    Policy Research Working Paper (PRWP) WPS10848
    URL
    http://documents.worldbank.org/curated/en/099518407102437684
    DOI
    https://doi.org/10.1596/1813-9450-10848
    Authors
    Author Affiliation Email
    Aletheia Donald World Bank adonald@worldbank.org
    Markus Goldstein Amazon markusgold@gmail.com
    Tricia Koroknay-Palicz World Bank tgonwa@worldbank.org
    Mathilde Sage Université Paris Dauphine mathilde.sage@dauphine.eu
    Date of production

    2024-06

    Scope and coverage

    Geographic locations
    Location Code
    Sub-Saharan Africa SSA
    Keywords
    fertility households Sub-Saharan Africa
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J13 Fertility • Family Planning • Child Care • Children • Youth J1 Journal of Economic Literature (JEL)
    O12 Microeconomic Analyses of Economic Development O1 Journal of Economic Literature (JEL)
    D13 Household Production and Intrahousehold Allocation D1 Journal of Economic Literature (JEL)
    J12 Marriage • Marital Dissolution • Family Structure • Domestic Abuse J1 Journal of Economic Literature (JEL)
    I32 Measurement and Analysis of Poverty I3 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
    Mathilde Sage Université Paris Dauphine mathilde.sage@dauphine.eu
    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

    2024-06-13

    Document version

    1

    Citation

    Citation
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