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PRWP

Reproducibility package for Helping Women Start Up: Understanding The Constraints Facing Women Led Startups In India

2026
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Reference ID
RR_IND_2026_671
Author(s)
Girija Borker, Luiza Cardoso de Andrade, Ruchita Maghnani
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Aug 27, 2026
Last modified
Aug 27, 2026
Page views
16
Downloads
4
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    India is home to the third-largest startup ecosystem, right behind the US and China (The State Of Indian Startup Ecosystem Report, 2022) and it has the potential to create over 30 million women owned enterprises that could create 150-170 million jobs by 2030 (Google and Co., 2019). To realize this potential of female-led growth we need to understand the barriers women-led firms face throughout their life cycle. In this paper we use data on over 110 thousand firms with an online presence across India to compare the experiences of women-led startups and male-led startups. Specifically, we focus on the differences by gender of founder of a startup in entry costs, networks, funding, engagement of women and exits. We find that, women face higher entry costs than men plus women tend to play-it-safe by entering sectors that are high growth at the time of entry, foregoing gains from entering sectors that are yet to ripen. We also find that women founders have more potential connections than male founders from the elite educational institutions they studied at and the professional organizations they worked in prior to entering the startup industry, but these connections are not realized in terms of investments or participation in their startup venture relative to men. When women overcome the entry and social capital barriers, we find that they are more likely to receive funding and early investment from angel investors. Interestingly, women founders persist despite funding taking longer to materialize and with potentially greater effort compared to their male counterparts and ultimately, women-led startups are more likely to have successful exits and less unsuccessful exits from the industry. Similar to the broader benefits that accrue when women benefit, women-led startups are more likely to have positive ripple effects on engagement of other women in the startup industry.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/638/download/1916/README.pdf
    Reproducibility package for Helping Women Start Up: Understanding The Constraints Facing Women Led Startups In India
    File name
    RR_IND_2026_671
    Zip package
    RR_IND_2026_671.zip
    Title
    Reproducibility package for Helping Women Start Up: Understanding The Constraints Facing Women Led Startups In India
    Date
    2026-07
    Dependencies
    R dependencies are listed in the file renv.lock. 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
    R
    Name
    R
    Version
    4.5.1
    Stata
    Name
    Stata
    Version
    19.5 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: INTEL(R) XEON(R) PLATINUM 8562Y+ 2.80 GHz (2 processors)
    • Memory available: 32.0 GB

    Technology requirements

    Run time: ~25 minutes

    Reproduction instructions

    To reproduce the findings in this paper, a replicator must:

    1. Secure Access to Data: Access the datasets not included in the package. See the Datasets section for more details.
    2. Stata: Update the working directory in line 38 of the do-file MAIN, and run it.
    3. R: Open the R project "Replication.Rproj". Restore the environment by running renv::restore() and run Main.R.

    Note: The reproducibility package begins with intermediate data as most of the raw data is limited-access data. Reviewers verified the construction of this intermediate data from the raw data. Intermediate data can be used to fully reproduce the results in the paper.

    Data

    Datasets
    Tracxn India Startup Database
    Name
    Tracxn India Startup Database
    Note
    Source: Tracxn Technologies Ltd. This data is used to document gender gaps in firm entry, founding-team composition, sector choice, networks, and access to funding among Indian high-growth entrepreneurs founded between 2000 and 2020. The raw Tracxn data is not included in the reproducibility package. However, intermediate datasets derived from raw Tracxn data (located in data/precoded/ and data/coded/) are included in the package and can be used to fully reproduce the results in the paper.
    Access policy
    Data access requires purchase and is not included in the reproducibility package.
    License
    TRACXN Terms of Service
    License URL
    https://tracxn.com/termsofuse
    Data URL
    https://tracxn.com/
    Citation
    Tracxn Technologies Ltd. "Tracxn India Startup Database" [dataset]. https://tracxn.com/. Accessed July 2021.
    India Country Boundary
    Name
    India Country Boundary
    Note
    Source: India Geodata. File location: data/raw/maps/india-osm.geojson.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY-4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://yashveeeeeeer.github.io/india-geodata/
    Citation
    India Geodata. "India Country Boundary" [dataset]. https://yashveeeeeeer.github.io/india-geodata/. Accessed July 2021.
    Global Administrative Areas (GADM) database: India
    Name
    Global Administrative Areas (GADM) database: India
    Note
    Source: Global Administrative Areas (GADM) database Version 3.6: India (gadm36_IND_*.rds). This data are downloaded directly within the R script (construct-map.R) using the geodata package and its gadm() function. The data are not stored as raw files in the reproducibility package.
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    GADM license
    License URL
    https://gadm.org/license.html
    Data URL
    https://gadm.org/
    Citation
    Global Administrative Areas. "Global Administrative Areas (GADM) database: India" [dataset]. https://gadm.org/.
    Indian baby names dictionary
    Name
    Indian baby names dictionary
    Note
    This data was obtained by scraping the website https://indianhindunames.com/ to produce a dictionary of Indian first names with associated genders. The website is no longer available. However, the processed dataset (names-gender.dta) is included in the package along with the processing scripts.
    Access policy
    The source data is no longer accessible but the processed dataset is included in the reproducibility package.
    Data URL
    https://indianhindunames.com/
    Citation
    Authors' compilation. 2026. "Indian baby names dictionary" [dataset]. Based on data from https://indianhindunames.com/.
    Data statement

    Some data is limited-access and has not been included in the reproducibility package. For more details, please refer to the README file. Intermediate data is included in the reproducibility package and can be used to fully reproduce the results in the paper.

    Description

    Output
    Helping Women Start Up: Understanding The Constraints Facing Women Led Startups In India
    Type
    Working Paper
    Title
    Helping Women Start Up: Understanding The Constraints Facing Women Led Startups In India
    Authors
    Girija Borker, Luiza Cardoso, Ruchita Manghnani
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Girija Borker World Bank gborker@worldbank.org
    Luiza Cardoso de Andrade The University of Chicago luizaandrade@uchicago.edu
    Ruchita Maghnani World Bank rmanghnani@worldbank.org
    Date of production

    2026-07-21

    Scope and coverage

    Geographic locations
    Location Code
    India IND
    Keywords
    Gender Entrepreneurship Firm entry and exit
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J16 Economics of Gender; Non-labor Market Discrimination J1 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
    MIT License https://opensource.org/license/mit
    World Bank IGO Rider https://github.com/worldbank/metadata-editor/blob/main/WB-IGO-RIDER.md

    Contacts

    Contacts
    Name Affiliation Email
    Girija Borker World Bank gborker@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

    2026-07-21

    Document version

    1

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