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PRWP

Reproducibility package for Labor Market Participation and Employment Choice in Ghana: Do Individual Personality Traits and Gender Role Attitudes Matter?

2024
Get Reproducibility Package
Reference ID
RR_GHA_2024_71-v02
DOI
https://doi.org/10.60572/jbnt-1b02
Author(s)
Akuffo Amankwah, Pauline Castaing, Nkechi S. Owoo, Amparo Palacios-Lopez
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 14, 2024
Last modified
Feb 14, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    In addition to the conventional determinants of labor market participation and the choice between wage employment and self-employment, there is a growing interest of the significance of gender role attitudes and personality traits. This study uses data from the 2022 Ghana Informal Sector Measurement Study to investigate the influence of these factors on employment outcomes in the Northern and Ashanti regions of Ghana. The findings are based on a series of analyses, including descriptive, multinomial logistic, and linear probability model regressions. The empirical results show the critical role played by both gender role attitudes and personality traits in shaping individuals’ decisions on labor market participation and employment choices. Notably, personality traits emerge as significant drivers of observed employment outcomes. However, the impact of these personality traits is often mitigated or even reversed in the presence of heightened traditionalism. Furthermore, the gender-disaggregated analysis reveals that possessing at least a secondary education level is a pivotal factor in the selection of men into formal employment, whereas this criterion holds less significance for women. Conversely, once the decision to participate in the labor market has been made, having at least a secondary education becomes relevant for securing wage employment, regardless of an individual’s gender.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/108/download/278/README.pdf
    Reproducibility package (data and code) for Labor Market Participation and Employment Choice in Ghana: Do Individual Personality Traits and Gender Role Attitudes Matter?
    Title
    Reproducibility package (data and code) for Labor Market Participation and Employment Choice in Ghana: Do Individual Personality Traits and Gender Role Attitudes Matter?
    Date
    2024-02
    Dependencies
    All dependencies are stored in the folder "Do file/ado"
    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
    15

    Reproducibility

    Technology environment

    The code was run in two computers with the following specifications:
    (a) Computer 1:
    • OS: Windows 10 Enterprise, version 21H2
    • Processor: Intel(R) Xeon(R) CPU E7-4890 v2 @ 2.80GHz 2.80 GHz
    • Memory available: 5.9 GB
    • Software version: Stata 17
    (b) Computer 2:
    • OS: Windows 10 Enterprise, version 21H2
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.9GHz
    • Memory available: 128 GB
    • Software version: Stata 18.0 MP

    Technology requirements

    Runtime: 5 minutes

    Data

    Datasets
    Ghana Informal Sector Measurement Study
    Name
    Ghana Informal Sector Measurement Study
    Note
    The Ghana Informal Sector Measurement Study is a multi-topic household survey implemented between September - November 2022. Following the completion of fieldwork, the Raw Data was cleaned to improve the quality and ensure that all Personal Identification Information (PII) were removed from the public version to maintain the confidentiality of our responses. Data files are in folder Data/ and correspond to different sections of the survey.
    Access policy
    Data is preliminary included in this reproducibility package. A fully documented version of the dataset will be published in the World Bank Microdata Library by June 2025
    Data statement

    A fully documented dataset for the data used for this paper is yet to be made public. Once all clearances have been obtained, the public data files will be available in the World Bank Microdata library. Data is preliminary included in this reproducibility package for replication purposes.

    Description

    Output
    Labor Market Participation and Employment Choice in Ghana: Do Individual Personality Traits and Gender Role Attitudes Matter?
    Type
    Working paper
    Title
    Labor Market Participation and Employment Choice in Ghana: Do Individual Personality Traits and Gender Role Attitudes Matter?
    Authors
    Akuffo Amankwah, Pauline Castaing, Nkechi S. Owoo, Amparo Palacios-Lopez
    Description
    Policy Research Working Paper (PRWP) 10664
    URL
    http://documents.worldbank.org/curated/en/099847101102435095/IDU1b87794181d58c1435d18ef51bf24092eacd1
    DOI
    https://doi.org/10.1596/1813-9450-10664
    Authors
    Author Affiliation Email
    Akuffo Amankwah World Bank aamankwah@worldbank.org
    Pauline Castaing World Bank pcastaing@worldbank.org
    Nkechi S. Owoo Department of Economics, University of Ghana nkechi.owoo@gmail.com
    Amparo Palacios-Lopez World Bank apalacioslopez@worldbank.org
    Date of production

    2024-01

    Scope and coverage

    Geographic locations
    Location Code
    Ghana GHA
    Keywords
    employment outcomes self-employment gender role attitudes personality traits Ghana

    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
    Akuffo Amankwah World Bank aamankwah@worldbank.org
    Reproducibility WB World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    San Martin LESM World Bank Junior data scientist
    Date of Production

    2024-02-13

    Document version

    1

    Citation

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