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PRWP

Reproducibility Package for Labor Market Impact of the COVID-19 Pandemic in the West Bank and Gaza

2023
Get Reproducibility Package
Reference ID
RR_PSE_2023_30-v1
DOI
https://doi.org/10.60572/pcbb-pa79
Author(s)
Jingyuan Deng, Nelly Elmallakh, Luca Flabbi, Roberta Gatti
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Dec 06, 2023
Last modified
Dec 07, 2023
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Version statement
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper studies the impact of the COVID-19 pandemic on men’s labor market outcomes in the West Bank and Gaza, examining adjustments at the extensive (par- ticipation) and intensive (hours of work) margins of the labor supply. Quarterly panel data from national labor force surveys allow us to observe labor market transitions, job loss and job gain rates, in addition to labor market stocks. We find that the COVID-19 pandemic was associated with a decline in employment and in labor market participation among men in the immediate aftermath of the pandemic. Moreover, we find evidence of large adjustments at the intensive margin of employment, as working hours declined. The changes in aggregate labor market indicators seem to be driven by an increase in job loss and a decline in job gain in the West Bank and Gaza. Despite the apparent resilience of the labor market, as labor market indicators quickly bounced back to their pre-pandemic levels, our results show that the most vulnerable segments of the workforce, such as informal workers, workers in blue collar occupations, the least educated, and residents in refugee camps, bore a disproportionately heavier burden.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/85/download/215/README.pdf
    Reproducibility Package (only code) for Labor Market Impact of the COVID-19 Pandemic in the West Bank and Gaza
    Title
    Reproducibility Package (only code) for Labor Market Impact of the COVID-19 Pandemic in the West Bank and Gaza
    Date
    2023-10
    Software
    Stata, Python
    Dependencies
    All dependencies are stored in the ado folder for Stata and requirements.txt for Python
    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

    Reproducibility

    Technology environment

    Paper exhibits were attempted to be reproduced in a computer with the following specifications:
    • 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

    Technology requirements

    ~10 min runtime

    Reproduction instructions

    A readme file and a single do file "0_Master.do" are provided.

    Data

    Datasets
    Economic Research Forum (ERF)
    Name
    Economic Research Forum (ERF)
    Note
    The dataset names are PAL_LFS_2021_HD_V1, PAL_LFS_2020_HD_V1, PAL_LFS_2019_HD_V1, and PAL_LFS_2018_HD_V1.
    Access policy
    The data is confidential and is not publicly available. The data can be requested via https://www.erfdataportal.com/index.php/catalog. For details, please refer to README.
    Data URL
    https://www.erfdataportal.com/index.php/catalog
    Labor Force Survey
    Name
    Labor Force Survey
    Note
    Dataset names are LFS2018, LFS2019, LFS2020, LFS2021.
    Access policy
    The data is confidential and is not publicly available. The data can be requested formally from PCBS by contacting Haleema Saeed (PCBS) at HALEEMA@pcbs.gov.ps. The point of contact within the World Bank is Arden Finn at afinn1@worldbank.org. For details, please refer to README.
    Data statement

    All data must be requested separately. Only the code is contained in the reproducibility package. Please refer to the readme file.

    Description

    Output
    Labor Market Impact of the COVID-19 Pandemic in the West Bank and Gaza
    Type
    WP
    Title
    Labor Market Impact of the COVID-19 Pandemic in the West Bank and Gaza
    Authors
    Jingyuan Deng, Nelly Elmallakh, Luca Flabbi, and Roberta Gatti
    Description
    PRWP
    Authors
    Author Role Affiliation Email
    Jingyuan Deng Consultant World Bank jdeng1@worldbank.org
    Nelly Elmallakh Economist World Bank nelmallakh@worldbank.org
    Luca Flabbi Consultant World Bank lflabbi@worldbank.org
    Roberta Gatti Chief Economist World Bank rgatti@worldbank.org
    Date of production

    2023-10

    Scope and coverage

    Geographic locations
    Location Code
    West Bank and Gaza PSE
    Keywords
    labor market dynamics COVID-19 pandemic West Bank and Gaza
    Topics
    ID Topic Vocabulary URI
    J21 Labor Force and Employment, Size, and Structure
    J46 Informal Labor Markets
    O17 Formal and Informal Sectors • Shadow Economy • Institutional Arrangements
    O53 Asia including Middle East

    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.

    Version statement

    Version

    1

    Version Date

    2023-10

    Access and rights

    License
    Name URI
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Role Affiliation Email
    Jingyuan Deng Consultant World Bank jdeng1@worldbank.org
    Reproducibility WBG reproducibility@worldbank.org

    Information on metadata

    Unique ID

    RR_PSE_2023_30-v1

    Producers
    Name Abbreviation Affiliation Role
    Yukiko Suzuki YS World Bank Junior Professional Officer
    Date of Production

    2023-10

    Document version

    1

    Citation

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