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PRWP

Reproducibility package for How Large Are the Economic Dividends from Closing Gender Employment Gaps in the Middle East and North Africa?

2024
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Reference ID
RR_MNA_2024_75-v01
DOI
https://doi.org/10.60572/yc5z-8v87
Author(s)
Federico Fiuratti, Steven Pennings, Jesica Torres
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 06, 2024
Last modified
Feb 20, 2024
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper quantifies the gains in gross domestic product per capita from closing gender employment gaps in the Middle East and North Africa, using three neoclassical growth models. The paper starts with baseline impacts from the Gender Employment Gap Index, which suggests that in the long run, gross domestic product per capita would be around 50 percent higher in the typical economy in the region if gender employment gaps were closed (mean 54 percent, median 49 percent). However, the gains are heterogeneous, ranging from less than 10 percent in Qatar to more than 80 percent in the Republic of Yemen. The paper then explores short-term gains, when capital is fixed (or adjusts slowly), and gains in the medium-term, with sluggish implementation of reforms using the Long Term Growth Model, which roughly halves the gains (and lowers the gains by more than half in resource-rich countries). Finally, the paper incorporates the effects of changes in the skill distribution in a model incorporating capital-skill complementarities in production. Because gender employment gaps in the Middle East and North Africa tend to be larger among the unskilled, closing these gaps reduces average skill levels, moderating long-term gains by 5-10 percentage points. However, if women in the Middle East and North Africa continue the current trend toward greater educational attainment, the gains will be greater than in the baseline. All three models—the Gender Employment Gap Index, the Long Term Growth Model, and capital-skill complementarities—point to large increases in gross domestic product per capita from closing gender employment gaps.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/103/download/267/README.pdf
    Reproducibility package (data and code) How Large Are the Economic Dividends from Closing Gender Employment Gaps in the Middle East and North Africa?
    Title
    Reproducibility package (data and code) How Large Are the Economic Dividends from Closing Gender Employment Gaps in the Middle East and North Africa?
    Date
    2024-01
    Description
    The code in this folder generates the tables and figures in the paper " How Large Are the Economic Dividends from Closing Gender Employment Gaps in the Middle East and North Africa?" by Federico Fiuratti, Steven Pennings and Jesica Torres
    Dependencies
    All dependencies are stored in the ado folder.
    Instructions
    See README in the 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 a computer with the following specifications:
    – OS: Windows 11 Enterprise
    – Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    – Memory available: 11.7 GB
    – Software version: Stata version 18

    Technology requirements

    ~20-minutes runtime

    Reproduction instructions

    To run the script, new users only need to change the directory of the Main do file (MasterDoFileFigures) and run the code.

    Data

    Datasets
    Gender Employment Gap Index
    Name
    Gender Employment Gap Index
    Note
    Located at: RawData/ReplicationGEGI-Feb2022.xlsx Contains Gender Employment Gap Index (GEGI) country data from Pennings (2022). The following link downloads the same file present in the reproducibility package.
    Access policy
    Published with package.
    Data URL
    https://thedocs.worldbank.org/en/doc/60234feb700533d51a542ef6253a1680-0050062022/original/ReplicationGEGI-Feb2022.xlsx
    Labour Force Statistics
    Name
    Labour Force Statistics
    Note
    Located at: RawData/WorkingAgePop_SEX_AGE_EDU_NB_A-2023-05-15.csv and RawData/Employment_SEX_AGE_EDU_NB_A-2023-05-15.csv Contains the Working-age population in each skill group and the number of employed workers in each skill group from ILO available at the following links.
    Access policy
    Published with package.
    Data URL
    https://www.ilo.org/ilostat-files/WEB_bulk_download/indicator/POP_XWAP_SEX_AGE_EDU_NB_A.csv.gz and https://www.ilo.org/ilostat-files/WEB_bulk_download/indicator/EMP_TEMP_SEX_AGE_EDU_NB_A.csv.gz
    Barro-Lee Educational Attainment Dataset
    Name
    Barro-Lee Educational Attainment Dataset
    Note
    Located at: RawData/BL_v3_F, BL_v3_M, BL_v3_MF Data contains historical educational data by cohort for Female, Male, and Male and Female, respectively, from Barro-Lee Educational Attainment Data. Source: Barro, Robert and Jong-Wha Lee, 2013, “A New Data Set of Educational Attainment in the World, 1950-2010.” Journal of Development Economics, vol 104, pp.184-198.
    Access policy
    Published with package.
    Data URL
    https://barrolee.github.io/BarroLeeDataSet/BLData/BL_v3_F.dta, https://barrolee.github.io/BarroLeeDataSet/BLData/BL_v3_M.dta, https://barrolee.github.io/BarroLeeDataSet/BLData/BL_v3_MF.dta
    World Development Indicators
    Name
    World Development Indicators
    Note
    Located at: RawData/WDI_ready.dta Gross fixed capital formation (% of GDP). Indicator code: NE.GDI.FTOT.ZS User must download the May 2023 version.
    Access policy
    Published with package.
    Data URL
    https://datatopics.worldbank.org/world-development-indicators/wdi-archives.html
    Country regions
    Name
    Country regions
    Note
    Located at: RawData/list_regions.dta This data file, created by the authors, contains information from the World Bank regional and other classifications for each country.
    Access policy
    Published with package.
    Data URL
    https://datacatalogfiles.worldbank.org/ddh-published/0037712/DR0090755/CLASS.xlsx
    Data statement

    All datasets utilized in this research are publicly accessible and have been included in this reproducibility package.

    Description

    Output
    How Large Are the Economic Dividends from Closing Gender Employment Gaps in the Middle East and North Africa?
    Type
    Working Paper
    Title
    How Large Are the Economic Dividends from Closing Gender Employment Gaps in the Middle East and North Africa?
    Authors
    Federico Fiuratti, Steven Pennings, Jesica Torres
    Description
    Policy Research Working Paper (PRWP) 10706
    URL
    http://documents.worldbank.org/curated/en/099530002202434373/IDU1ab7478451463c145e41b0f412fced4be7ecd
    DOI
    https://doi.org/10.1596/1813-9450-10706
    Authors
    Author Affiliation Email
    Federico Fiuratti World Bank ffiuratti@worldbank.org
    Steven Pennings World Bank spennings@worldbank.org
    Jesica Torres World Bank jtorrescoronado@worldbank.org
    Date of production

    2024-01

    Scope and coverage

    Geographic locations
    Location Code
    Middle East and North Africa MNA
    Keywords
    Middle East and North Africa gender gaps labor force participation capital-skill complementarities World Bank Long Term Growth Model

    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
    Steven Pennings World Bank spennings@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reyes Retana MRR World Bank Junior Data Scientist
    Date of Production

    2024-01-22

    Document version

    1

    Citation

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