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PRWP

Reproducibility package for Labor Market Scarring In A Developing Economy: Stigma Versus Lost Human Capital From Plant Closings In Mexico

2025
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Reference ID
RR_MEX_2025_353
DOI
https://doi.org/10.60572/9gg0-p459
Author(s)
Francisco Javier Vasquez Arias, Daniel Lederman
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jun 16, 2025
Last modified
Jun 16, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper estimates the magnitude of labor market scarring in a developing economy, a setting that has been understudied by the labor scarring literature dominated by advanced economies. The paper assesses the contributions of “stigma” versus “lost human capital,” which cause earnings losses among displaced workers relative to non-displaced workers. The findings indicate that job separations caused by plant closings result in sizable and long-lasting reductions in earnings, with an average decline of 7.5 percent in hourly wages over a nine-year period. The estimate for one year after a plant closing is larger, at a decline of 10.8 percent. In a common sample, after controlling for unobserved, time-invariant individual characteristics, the impact of a plant closing declines from 11.9 to 8.2 percent. These results imply that stigma in the labor market due to imperfect information about workers (captured by unobservable worker characteristics) accounts for 30.8 percent of the average earnings losses, whereas lost employer-specific human capital explains the remaining 69.2 percent. The paper explores the effects of job separations due to plant closings on other labor market outcomes, including hours worked and informality, and provides estimates across genders and levels of education.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/287/download/860/README.pdf
    Reproducibility package for Labor Market Scarring In A Developing Economy:Stigma Versus Lost Human Capital From Plant Closings In Mexico
    Title
    Reproducibility package for Labor Market Scarring In A Developing Economy:Stigma Versus Lost Human Capital From Plant Closings In Mexico
    Date
    2025-06
    Dependencies
    Stata dependencies are listed in the ado folder.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Development Data Hub (World Bank) https://datacatalog.worldbank.org/int/home
    Software
    Stata
    Name
    Stata
    Version
    18.0 MP
    Excel
    Name
    Excel

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 10 Enterprise, version 22H2
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz 2.91 GHz (2 processors)
    • Memory available: 128 GB
    • Software version: Stata 18.0 MP

    Technology requirements

    Runtime: 10 hours

    Reproduction instructions
    • Open the do-file "README_Master_ALL_May25.do"
    • Update the file path in the global root of line 23
    • Run the do-file

    Data

    Datasets
    National Survey of Occupation and Employment (ENOE), population aged 15 years and over from Mexico's National Institute of Statistics and Geography (INEGI)
    Name
    National Survey of Occupation and Employment (ENOE), population aged 15 years and over from Mexico's National Institute of Statistics and Geography (INEGI)
    Note
    Source: Mexico's National Institute of Statistics and Geography (INEGI). Data was accessed in May 2023. Data is quarterly and corresponds to the years 2005-2018. Raw data files are stored in the folder "ENOE".
    Access policy
    Data is public and included in the reproducibility package.
    License URL
    https://www.inegi.org.mx/inegi/terminos.html
    Data URL
    https://www.inegi.org.mx/programas/enoe/15ymas/
    Data statement

    All data sources are publicly available and included in the reproducibility package. (Open Data)

    Description

    Output
    Labor Market Scarring In A Developing Economy:Stigma Versus Lost Human Capital From Plant Closings In Mexico
    Type
    PRWP Working Paper
    Title
    Labor Market Scarring In A Developing Economy:Stigma Versus Lost Human Capital From Plant Closings In Mexico
    Description
    Policy Research Working Papers (PRWP) 11116
    URL
    http://documents.worldbank.org/curated/en/099731005072580094
    DOI
    https://doi.org/10.1596/1813-9450-11116
    Authors
    Author Affiliation Email
    Francisco Javier Vasquez Arias World Bank micho.arias@gmail.com
    Daniel Lederman World Bank dlederman@worldbank.org
    Date of production

    2025-06-12

    Scope and coverage

    Geographic locations
    Location Code
    Mexico MEX
    Keywords
    Labor Market Job Displacement Wages Education Difference In Difference
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I26 Returns to Education I2 Journal of Economic Literature (JEL)
    J01 Labor Economics: General J0 Journal of Economic Literature (JEL)
    J30 General J3 Journal of Economic Literature (JEL)
    J60 General J6 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
    Francisco Javier Vasquez Arias World Bank micho.arias@gmail.com
    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

    2025-06-12

    Document version

    1

    Citation

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