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PRWP

Reproducibility package for “Crowding In” Effect of Public Investment on Private Investment Revisited

2024
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Reference ID
RR_WLD_2024_187
DOI
https://doi.org/10.60572/njky-vw83
Author(s)
John Nana Francois, Maty Konte, Franz U Ruch
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Dec 18, 2024
Last modified
Dec 18, 2024
  • Project Description
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  • Overview
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  • Description
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  • Information on metadata
  • Citation
  • Overview

    Abstract

    Current investment trends in emerging market and developing economies are not enough to meet the needs of their growing populations and will fall short of achieving the Sustainable Development Goals related to human and physical capital development. Public investment can play a critical role in addressing this shortfall, especially if it can crowd-in private investment. Using a tractable model and panel data for 109 developing countries from 1980–2019, this paper investigates whether public investment crowds in or crowds out private investment. The paper also explores how the relationship changes across different groups of countries and under different institutional settings. The analysis uses changes in predicted disbursements on loans from official creditors to developing country governments as an instrument for changes in public investment. The findings show that public investment is a complement to private investment, raising the marginal productivity of the latter. As a result, an extra dollar of public investment raises private investment by 1.6 dollars. The findings also reveal stronger evidence of crowding-in of private investment in low-income countries and Sub-Saharan Africa, where investment needs are greatest. Finally, the findings are embedded in a model with imperfect capital markets, which shows that public investment can be used as an effective vehicle to address underinvestment issues induced by capital market distortions.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/225/download/653/README.pdf
    Reproducibility package (partial code and partial data) for The “Crowding In” Effect of Public Investment on Private Investment Revisited
    Title
    Reproducibility package (partial code and partial data) for The “Crowding In” Effect of Public Investment on Private Investment Revisited
    Date
    2024-12
    Dependencies
    All dependencies are in the ado folder.
    Notes
    Computational reproducibility verified by Development Impact (DIME) 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 MP

    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 6132 CPU @ 2.60GHz 2.60 GHz (2 processors)
    • Memory available: 128 GB
    • Software version: Stata 18 MP

    Technology requirements

    Runtime: 15 minutes

    Reproduction instructions

    This package begins with intermediate data (Aggregated_DRS.dta) due to the restricted nature of the raw loan-level data. The raw data and the code to generate the intermediate data were not shared with the reproducibility team. Instead, verification was conducted virtually, with authors running the code to produce the intermediate data.
    To run the package from this intermediate data replicators should follow these steps.

    1. Setup: Update the directory paths in the main do-file FKR_2024_CrowdingIn.do to reflect your file locations.
    2. Intermediate Data: Once the embargo on Aggregated_DRS.dta is lifted, place the file in the appropriate folder as specified in the package.
    3. Run the Code: Execute the main do-file FKR_2024_CrowdingIn.do to reproduce results.

    Limitations: All exhibits can be replicated except for Figure 2 and Table B1, which require restricted raw data and were verified virtually.
    As the data is embargoed at the moment, we include the outputs of the verification in this package for reviewers to compare against the paper.

    Data

    Datasets
    Investment and Capital Stock Dataset
    Name
    Investment and Capital Stock Dataset
    Note
    Source: IMF Located at: \Reproducibility package\Data File name: IMFInvestmentandCapitalStockDataset2021.xlsx
    Access policy
    Included in the reproducibility package
    Data URL
    https://data.imf.org/ICSD
    IMF’s Financial Development Index database
    Name
    IMF’s Financial Development Index database
    Note
    Source: IMF Located at: \Reproducibility package\Data Filename: FD_Database_STATA.dta
    Access policy
    Included in the reproducibility package
    Data URL
    https://data.imf.org/fdindex
    Chinn-Ito financial openness data
    Name
    Chinn-Ito financial openness data
    Note
    Source: Menzie Chinn, University of Wisconsin, Madison, NBER and Hiro Ito, Portland State University Located at: \Reproducibility package\Data Filename: kaopen_2021.dta
    Access policy
    Included in the reproducibility package
    Data URL
    https://web.pdx.edu/~ito/Chinn-Ito_website.htm
    World Economic Outlook Database
    Name
    World Economic Outlook Database
    Note
    Source: IMF Located at: \Reproducibility package\Data Filename: WEO_Data.xlsx
    Access policy
    Included in the reproducibility package
    Data URL
    https://www.imf.org/en/Publications/SPROLLs/world-economic-outlook-databases
    World Bank Country and Lending Groups
    Name
    World Bank Country and Lending Groups
    Note
    Source: World Bank Located at: \Reproducibility package\Data File names: ida_wdi_2024.xlsx, regional_dummy.dta, and wdi_income_classifications_2024.xlsx.
    Access policy
    Included in the reproducibility package
    Data URL
    https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups
    Aggregated Loan-level data
    Name
    Aggregated Loan-level data
    Note
    Source: World Bank’s Debtor Reporting System Located at: \Reproducibility package\Data File name: Aggregated_DRS.dta
    Access policy
    This dataset is temporarily embargoed by the authors (expected to be made public in the future).
    Loan-level data
    Name
    Loan-level data
    Note
    Source: World Bank’s Debtor Reporting System The instrumental variables is based on debt instrument level data from the World Bank’s Debtor Reporting System (DRS) which is strictly confidential and not publicly available. For more information, see here: https://datahelpdesk.worldbank.org/knowledgebase/articles/381934-what-is-the-external-debt-reporting-system-drs
    Access policy
    This data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file.
    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
    “Crowding In” Effect of Public Investment on Private Investment Revisited
    Type
    Working Paper
    Title
    “Crowding In” Effect of Public Investment on Private Investment Revisited
    Authors
    John Nana Francois, Maty Konte, Franz U Ruch
    Description
    Policy Research Working Paper (PRWP) 10881
    URL
    http://documents.worldbank.org/curated/en/099758508262487557/IDU1dc47dca51c0df1421119d3711c2f5026019e
    DOI
    https://doi.org/10.1596/1813-9450-10881
    Authors
    Author Affiliation Email
    John Nana Francois World Bank jfrancois1@worldbank.org
    Maty Konte International Finance Corporation (IFC) mkonte@ifc.org
    Franz U Ruch World Bank fruch@worldbank.org
    Date of production

    2024-12

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Capital markets distortions Crowding-in Public investment Private investment Instrumental variable
    Topics
    ID Topic Vocabulary Vocabulary URI
    E22 Investment • Capital • Intangible Capital • Capacity Journal of Economic Literature
    E23 Production Journal of Economic Literature
    H11 Structure, Scope, and Performance of Government Journal of Economic Literature

    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
    Franz U Ruch World Bank fruch@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

    2024-12-12

    Document version

    1

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