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PRWP

Reproducibility package for The Hidden Costs Of Violence: How Crime Shapes Women’s Labor Market Outcomes In Latin America

2025
Get Reproducibility Package
Reference ID
RR_LAC_2025_444
DOI
https://doi.org/10.60572/evvs-h516
Author(s)
Jacobus de Hoop, Ana Tribin, Andrea Velásquez
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 07, 2025
Last modified
Oct 07, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This study explores the gendered impacts of violent crime on economic opportunities in Latin America and the Caribbean (LAC). While both men and women experience violent crime, their exposure to violent crime and the consequences they suffer differ. Women are disproportionately affected by intimate partner violence (IPV), sexual harassment, and mobility restrictions, all of which limit their labor market participation and economic independence. Through a review of the literature, the study identifies six primary mechanisms through which violent crime affects economic outcomes of women: sectoral segregation, fear of victimization, mobility constraints, intra-household bargaining power shifts, increased IPV, and disruptions to human capital accumulation. By analyzing these gendered dimensions, the study highlights how violent crime may contribute to inequality and restrict women’s access to economic opportunities. Policy responses must go beyond general crime reduction strategies and incorporate gender-sensitive interventions, including stronger legal protections, labor market reforms, and investments in childcare and financial inclusion. Addressing violent crime from a gendered perspective is essential for fostering economic resilience and reducing inequalities in LAC.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/360/download/1023/README.pdf
    Reproducibility package for The Hidden Costs Of Violence: How Crime Shapes Women’s Labor Market Outcomes In Latin America
    File name
    RR_LAC_2025_444
    Zip package
    RR_LAC_2025_444.zip
    Title
    Reproducibility package for The Hidden Costs Of Violence: How Crime Shapes Women’s Labor Market Outcomes In Latin America
    Date
    2025-10
    Dependencies
    Stata dependencies are listed in the ado folder.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DECDI) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    18.0 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    • Memory available: 15.7 GB
    • Software version: Stata 18.0 MP

    Technology requirements

    Runtime: 4 minutes

    Reproduction instructions

    To reproduce the findings in this paper, a new user needs to:

    1. Open the main do-file.
    2. Change the file paths and run the code.

    Data

    Datasets
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank, World Development Indicators. Files location: Data/01 Raw Data/2ae7abf-21ab-48ee-a8e8-726cf7ecdef5_Data.txt, Data/02 Intermediate Data/WB_homicide_rate, WB_homicide_rate_F, WB_homicide_rate_M. A list of consulted indicators and additional instructions is included in the README file.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    License URL
    https://datacatalog.worldbank.org/public-licenses#cc-by
    Data URL
    https://databank.worldbank.org/source/world-development-indicators
    Women, Business and the Law 1.0 Data for 1971-2024
    Name
    Women, Business and the Law 1.0 Data for 1971-2024
    Note
    Files location: Data/01 Raw Data/WBL1-0-1971-2024.dta. Download the Stata version of “Women, Business and the Law 1.0 Data for 1971-2024.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    License URL
    https://datacatalog.worldbank.org/public-licenses#cc-by
    Data URL
    https://wbl.worldbank.org/en/wbl-data
    Citation
    World Bank. 2024. Women, Business and the Law 1.0 Data for 1971-2024. Washington, DC: World Bank.
    Women, Business and the Law 2.0 Data for 2024
    Name
    Women, Business and the Law 2.0 Data for 2024
    Note
    Files location: Data/01 Raw Data/WBL2024_LEGAL_EconLevel_ToPublish.dta; WBL2024_SUPPORTIVE_EconLevel_ToPublish.dta; WBL2024_ExpertOpinion_EconLevel_ToPublish2.dta. Download the Stata version at the link below. Download the files Stata by 2.0 pillar: Legal frameworks; Supportive frameworks; Expert opinions by economy.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    License URL
    https://datacatalog.worldbank.org/public-licenses#cc-by
    Data URL
    https://wbl.worldbank.org/en/wbl-data
    Citation
    World Bank. 2024. Women, Business and the Law 2.0 Data for 2024. Washington, DC: World Bank.
    Data statement

    All data sources are publicly available and included in the reproducibility package.

    Description

    Output
    The Hidden Costs Of Violence: How Crime Shapes Women’s Labor Market Outcomes In Latin America
    Type
    Working Paper
    Title
    The Hidden Costs Of Violence: How Crime Shapes Women’s Labor Market Outcomes In Latin America
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Jacobus de Hoop World Bank and IZA jdehoop@worldbank.org
    Ana Tribin World Bank atribinuribe@worldbank.org
    Andrea Velásquez University of Colorado Denver and IZA andrea.velasquez@ucdenver.edu
    Date of production

    2025-10-06

    Scope and coverage

    Geographic locations
    Location Code
    Latin America LAC
    Keywords
    Violent Crime Gender Inequality Labor Market Participation Intimate Partner Violence (Ipv) Violent Crime Fear Of Crime Mobility Constraints Human Capital Latin America And The Caribbean Women’s Economic Opportunities Gender-Based Violence
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J16 Economics of Gender • Non-labor Discrimination J1 Journal of Economic Literature (JEL)
    J21 Labor Force and Employment, Size, and Structure J2 Journal of Economic Literature (JEL)
    J24 Human Capital • Skills • Occupational Choice • Labor Productivity J2 Journal of Economic Literature (JEL)
    K42 Illegal Behavior and the Enforcement of Law K4 Journal of Economic Literature (JEL)
    O54 Latin America • Caribbean O5 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
    Jacobus de Hoop World Bank jdehoop@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DECDI World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2025-10-06

    Document version

    1

    Citation

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