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Reproducibility package for What Does Venture Capital Actually Finance? Scale And Structure Around The World

2026
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Reference ID
RR_WLD_2026_653
Author(s)
Santiago Reyes-Ortega, Paolo Mauro, Kianna Freeman, Marcio Cruz, Pablo Hernando-Kaminsky, Jeremias Huber, Cesaire Meh, Mariana De La Paz Pereira Lopez
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
May 27, 2026
Last modified
Jun 17, 2026
Page views
14
Downloads
2
  • Project Description
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  • Description
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  • Information on metadata
  • Overview

    Abstract

    The rapid expansion of venture capital into developing economies is widely interpreted as the diffusion of the U.S. financing model to new markets. We show that VC in developing economies differs from the high-income model not only in scale but in kind: in its role within the equity ecosystem, the sources of cross-country variation, and the type of intangibles it finances. Using a newly constructed cross-country dataset that harmonizes the two largest global sources of VC data at the firm level and aligns sector classifications with equity issuance records, we document three findings. First, despite its small size relative to GDP, VC is the dominant equity financing channel in developing economies, accounting for roughly two-thirds of total equity market activity. Second, an accounting decomposition of VC intensity into entry and lifetime funding per entrant reveals that the binding constraint differs by income level: variation among high-income countries is driven by entry; among developing countries, by how much funding firms receive once they enter. Third, the sectoral composition of VC in developing economies tilts toward organizational intangibles, such as distribution, logistics, and payments, rather than the knowledge intangibles that define high-income VC. This pattern holds at both the sector and firm level and has no counterpart in public equity, which finances a broadly similar sectoral profile across all income groups. Taken together, these results challenge the assumption of uniform VC development, and with it, the presumption that VC generates similar spillovers regardless of context.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/568/download/1674/README.pdf
    Reproducibility package for What Does Venture Capital Actually Finance? Scale And Structure Around The World
    File name
    RR_WLD_2026_653
    Zip package
    RR_WLD_2026_653.zip
    Title
    Reproducibility package for What Does Venture Capital Actually Finance? Scale And Structure Around The World
    Date
    2026-05
    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
    19.0 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz (2.90 GHz) (2 processors)
    • Memory available: 16 GB

    Technology requirements

    Runtime: 12 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 subsection Datasets for more details.
    2. Run the Package: After placing the data in the folder:
      • Update the working directory in line 20 of the do-file `Main_dofile' and run it.
        Since some of the original data cannot be redistributed, the package includes the outputs produced by the authors, which can be used to review the results presented in the paper.

    Data

    Datasets
    Harmonized Venture Capital Deal-Level Data
    Name
    Harmonized Venture Capital Deal-Level Data
    Note
    Source: Calculations from PitchBook, a Morningstar company, and Crunchbase. Access year: PitchBook (2025) and Crunchbase (2023). Description: It contains the harmonized venture capital deal-level data used throughout the analysis, including deal sizes, company identifiers, years, sectors, and country classifications. File location: Data\RawData\Harmonized_Feb2026.dta
    Access policy
    Data access was granted directly to the study authors by the data owners/managers. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    License
    Custom License
    License URL
    https://pitchbook.com/terms-of-use; https://about.crunchbase.com/terms-of-service
    Data URL
    https://pitchbook.com/; https://www.crunchbase.com/
    Citation
    Authors' compilation. 2025. Harmonized Venture Capital Deal-Level Data [dataset]. Based on PitchBook Private Market Data and Crunchbase Venture Capital Data.
    Securities Data Company (SDC) Platinum Financial Securities Data
    Name
    Securities Data Company (SDC) Platinum Financial Securities Data
    Note
    Source: Calculations from the Securities Data Platinum Company of the London Stock Exchange Group (LSEG). Access date: December 2025. Description: Country-sector-year information on equity market activity used in analyses related to equity issuance, sector composition, and comparisons between venture capital activity and broader equity market outcomes; Country-year private equity deal data used to calculate private equity growth by period. File location: Data\AuxData\EquityBonds_CountrySectorYear_2010.dta; Data\AuxData\PrivateEquity.dta
    Access policy
    Data access was granted directly to the study authors by the data owners/managers. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    License
    Custom License
    License URL
    https://www.lseg.com/en/policies/website-terms-of-use
    Data URL
    https://www.lseg.com/en/data-analytics/products/sdc-platinum-financial-securities
    Citation
    London Stock Exchange Group (LSEG). 2025. "Securities Data Company (SDC) Platinum" [dataset]. https://www.lseg.com/en/data-analytics/products/sdc-platinum-financial-securities. Accessed December 2025.
    World Development Indicators (WDI)
    Name
    World Development Indicators (WDI)
    Note
    Source: World Bank. Access date: December 2025. Indicators accessed: country level aggregates for Working Age Population, GDP, GDP per capita; Country-level labor market restriction data. File location: Data\AuxData\WDI_agr.dta; Data\AuxData\LMrestrictions.dta.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Creative Commons Attribution 4.0 International License (CC BY 4.0)
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://databank.worldbank.org/source/world-development-indicators
    Citation
    World Bank. 2025. "World Development Indicators" [dataset]. Multiple indicators accessed. https://databank.worldbank.org/source/world-development-indicators. Accessed December 2025.
    PricewaterhouseCoopers (PwC) Worldwide Tax Summaries
    Name
    PricewaterhouseCoopers (PwC) Worldwide Tax Summaries
    Note
    Source: PricewaterhouseCoopers, Worldwide Tax Summaries. Access date: December 2025. Description: Country-level tax loss carryforward data, used to construct the variable nol_cf_years, which measures the number of years firms can carry forward tax losses; Country-level corporate tax data. File location: Data\AuxData\CFLosses.dta; Data\AuxData\PwC.dta
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Open access
    License URL
    https://www.pwc.com/gx/en/legal-notices/terms-and-conditions.html
    Data URL
    https://taxsummaries.pwc.com/
    Citation
    Author's compilation. 2025. "PricewaterhouseCoopers (PwC) Worldwide Tax Summaries" [dataset]. https://taxsummaries.pwc.com/. Accessed December 2025.
    Financial Development Index Database
    Name
    Financial Development Index Database
    Note
    Source: International Monetary Fund. Access date: December 2025. Description: Country-level Financial Development Index data from the IMF. File location: Data\AuxData\FD Database (STATA).dta
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.imf.org/en/about/copyright-and-terms
    Data URL
    https://data.imf.org/en/datasets/IMF.MCM:FDI
    Citation
    International Monetary Fund. 2025. "Financial Development Index Database" [dataset]. https://data.imf.org/en/datasets/IMF.MCM:FDI. Accessed December 2025.
    Minority Investor Protection
    Name
    Minority Investor Protection
    Note
    Source: World Bank Doing Business. Access date: December 2025. Description: Country-year data on minority investor protection. File location: Data\AuxData\MinorityInvestors_CountryYear.dta
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Creative Commons Attribution 4.0 International License (CC BY 4.0)
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://databank.worldbank.org/source/doing-business
    Citation
    World Bank. 2025. "Doing Business" [dataset]. https://databank.worldbank.org/source/doing-business. Accessed December 2025
    Global Administrative Areas (GADM) Database
    Name
    Global Administrative Areas (GADM) Database
    Note
    Source: Database of Global Administrative Areas (GADM). Access date: December 2025. Description: Stata-format shapefile used for world map figures in the paper. File location: Data\AuxData. Files: WB_GAD_ADM0_complete_shp.dta; WB_GAD_ADM0_complete_data.dta
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Custom license
    License URL
    https://gadm.org/license.html
    Data URL
    https://gadm.org/index.html
    Citation
    Database of Global Administrative Areas (GADM). 2025. "GADM" [dataset]. https://gadm.org/index.html. Accessed December 2025
    Worldwide Governance Indicators
    Name
    Worldwide Governance Indicators
    Note
    Source: World Bank, Worldwide Governance Indicators. Access date: December 2025. Description: Country-level governance data from the Worldwide Governance Indicators. File location: Data\AuxData\WGI2021.dta
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Creative Commons Attribution 4.0 International License (CC BY 4.0)
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://databank.worldbank.org/source/worldwide-governance-indicators
    Citation
    World Bank. 2025. "Worldwide Governance Indicators" [dataset]. https://databank.worldbank.org/source/worldwide-governance-indicators. Accessed December 2025.
    Data statement

    Some data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file.

    Description

    Output
    What Does Venture Capital Actually Finance? Scale And Structure Around The World
    Type
    Working Paper
    Title
    What Does Venture Capital Actually Finance? Scale And Structure Around The World
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Santiago Reyes-Ortega International Finance Corporation sreyesortega@ifc.org
    Paolo Mauro International Finance Corporation pmauro@ifc.org
    Kianna Freeman International Finance Corporation kfreeman1@ifc.org
    Marcio Cruz International Finance Corporation marciocruz@ifc.org
    Pablo Hernando-Kaminsky International Finance Corporation pablohk@ifc.org
    Jeremias Huber International Finance Corporation jhuber@ifc.org
    Cesaire Meh International Finance Corporation cmeh@ifc.org
    Mariana De La Paz Pereira Lopez International Finance Corporation mpereiralopez@ifc.org
    Date of production

    2026-05-18

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Venture Capital Developing Economies Sectoral Composition Startup Financing Equity Markets Intangible Capital Organizational Innovation Financial Development
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    G24 Investment Banking • Venture Capital • Brokerage • Ratings and Ratings Agencies G2 Journal of Economic Literature (JEL)
    O16 Financial Markets • Saving and Capital Investment • Corporate Finance and Governance O1 Journal of Economic Literature (JEL)
    O14 Industrialization • Manufacturing and Service Industries • Choice of Technology O1 Journal of Economic Literature (JEL)
    L26 Entrepreneurship L2 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
    Santiago Reyes-Ortega International Finance Corporation sreyesortega@ifc.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

    2026-05-18

    Document version

    1

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