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PRWP

Reproducibility package for Gender Gaps In The Performance Of Small Firms: Evidence From Urban Peru

2025
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Reference ID
RR_PER_2025_401
DOI
https://doi.org/10.60572/6kn5-f810
Author(s)
Bledi Celiku, Diego Javier Ubfal, Martin Valdivia
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Aug 06, 2025
Last modified
Aug 06, 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 gender gap in the performance of firms in Peru using representative data on both formal and informal firms. On average, informal female-led firms have lower sales, labor productivity and profits compared to their male-led counterparts, with differences more pronounced when controlling for observable determinants of firm performance. However, gender gaps are only significant at the bottom of the performance distribution of informal firms and these gaps disappear at the top of the distribution of informal firms and for formal firms. Possible explanations for the performance gaps at the bottom of the distribution include the higher likelihood of small female-led firms being home-based, which is linked to lower profits, and their concentration in less profitable sectors. The paper provides suggestive evidence that household responsibilities play a key role in explaining the gender gap in firm performance among informal firms. Therefore, policies that promote access to care services or foster a more equal distribution of household activities may reduce gender productivity gaps and allow for a more
    efficient allocation of resources.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/314/download/951/README.pdf
    Reproducibility package for Gender Gaps In The Performance Of Small Firms: Evidence From Urban Peru
    File name
    RR_PER_2025_401
    Zip package
    RR_PER_2025_401.zip
    Title
    Reproducibility package for Gender Gaps In The Performance Of Small Firms: Evidence From Urban Peru
    Date
    2025-08
    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
    18.5 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: Intel(R) Xeon(R) Gold 5218 CPU @ 2.30GHz
    • Memory available: 16.0 GB
    • Software version: Stata 18.5 MP

    Technology requirements

    Runtime: 2 minutes

    Reproduction instructions
    1. Obtain accessible data: The datasets used for this reproducible package are publicly available but not redistributable. Users must obtain them by following the instructions of the section Datasets.
    2. Place the data in the correct folder: Once the data files are obtained, they should be copied to the folder "1_data".
    3. Adjust File Paths and Run Code: Update the paths in "2_dofiles/0_master.do" and run the do-file to reproduce the results.

    Data

    Datasets
    World Bank Enterprise Survey (WBES)
    Name
    World Bank Enterprise Survey (WBES)
    Note
    Source: World Bank. World Bank Enterprise Surveys (WBES) are nationally representative firm-level surveys, with top managers and owners of businesses interviewed using a globally comparable questionnaire that covers a broad range of business environment topics as well as firms’ characteristics and performance measures. Data was accessed in May 2025. Since the data is updated periodically, the latest version may differ from the one used in the study. File names: "Peru-2022-ISES-full-data.dta", "Peru-2023-full-data.dta". The data can be accessed after creating an account, logging in, searching "Peru" in the "Data by Economy" tab, and downloading the two files with the same names.
    Access policy
    Data is publicly available but does not allow redistribution.
    Data URL
    https://www.enterprisesurveys.org/en/enterprisesurveys
    Data statement

    All data sources are publicly available, but not all are included in the reproducibility package.

    Description

    Output
    Gender Gaps In The Performance Of Small Firms: Evidence From Urban Peru
    Type
    Working Paper
    Title
    Gender Gaps In The Performance Of Small Firms: Evidence From Urban Peru
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Bledi Celiku World Bank bceliku@worldbank.org
    Diego Javier Ubfal World Bank dubfal@worldbank.org
    Martin Valdivia Grupo de Analisis para el Desarrollo (GRADE) jvaldivi@grade.org.pe
    Date of production

    2025-08-04

    Scope and coverage

    Geographic locations
    Location Code
    Peru PER
    Keywords
    Gender Gap Firm Performance Entrepreneurship Informal Sector Formal Sector Peru
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J16 Economics of Gender • Non-labor Discrimination J1 Journal of Economic Literature (JEL)
    L26 Entrepreneurship L2 Journal of Economic Literature (JEL)
    O17 Formal and Informal Sectors • Shadow Economy • Institutional Arrangements O1 Journal of Economic Literature (JEL)
    D22 Firm Behavior: Empirical Analysis D2 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
    Bledi Celiku World Bank bceliku@worldbank.org
    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

    2025-08-04

    Document version

    1

    Citation

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