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Reproducibility package for Transportation Infrastructure And Total Factor Productivity: Development Heterogeneity And Resilience Under Adverse Shocks

2026
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Reference ID
RR_WLD_2026_647
DOI
https://doi.org/10.60572/66cc-he63
Author(s)
Hyunseok Kim
Metadata
JSON
Created on
May 22, 2026
Last modified
May 27, 2026
Page views
3
Downloads
2
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Weak total factor productivity (TFP) growth has become a central concern in explaining sluggish growth performance, particularly in emerging-market and low-income economies. At the same time, constrained fiscal and investment conditions have increased the importance of using scarce public resources effectively. These conditions make it important to investigate, from a cross-country perspective, what is associated with productivity performance and what shapes productivity losses during adverse shocks. The paper examines this issue along two margins: a structural margin focused on transportation infrastructure, a public-investment-intensive form of capital that may enhance productive efficiency, and a resilience margin through which governance and infrastructure may shape the productivity costs of adverse shocks. Using annual cross-country panel data for more than 100 countries and a dynamic panel system GMM framework, the analysis finds that transportation infrastructure is positively associated with TFP, with larger estimated payoffs in lower-income countries. Severe crises are associated with larger productivity losses in poorer economies, but stronger rule of law and political stability are linked to smaller losses in the lowest-income quartile. Road infrastructure is also associated with smaller productivity losses during moderate downturns. The findings suggest that the productivity relevance of transportation infrastructure is greater where development constraints are more binding, while governance and infrastructure shape productivity costs during adverse episodes.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/567/download/1661/README.pdf
    Reproducibility package for Transportation Infrastructure And Total Factor Productivity: Development Heterogeneity And Resilience Under Adverse Shocks
    File name
    RR_WLD_2026_647
    Zip package
    RR_WLD_2026_647.zip
    Title
    Reproducibility package for Transportation Infrastructure And Total Factor Productivity: Development Heterogeneity And Resilience Under Adverse Shocks
    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
    19.5 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 (2.30 GHz) (2 processors)
    • Memory available: 8.15 GB
    • Software version: Stata 19.5 MP

    Technology requirements

    Run time: ~5 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. Run the Package: Update the working directory in line 16 of the do-file 00_master, 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
    World Development Indicators
    Name
    World Development Indicators
    Note
    Data accessed in April 2026. File location: data\data_raw. Filenames: API_NY.GDP.MKTP.KD.ZG_DS2_en_excel_v2_675.xls, API_NY.GDP.PCAP.KD.ZG_DS2_en_excel_v2_674.xls, API_NE.TRD.GNFS.ZS_DS2_en_excel_v2_731.xls and API_9_DS2_en_excel_v2_12617.xls . Indicators used: GDP growth (annual %), GDP per capita growth (annual %), Trade (% of GDP), Rail lines (total route-km) and Road infrastructure
    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
    Data URL
    https://databank.worldbank.org/source/world-development-indicators
    Citation
    World Bank. 2026. World Development Indicators [dataset]. Indicators accessed: GDP growth (annual %), GDP per capita growth (annual %), Trade (% of GDP), Rail lines (total route-km), Road infrastructure. https://databank.worldbank.org/source/world-development-indicators. Accessed April 2026.
    Penn World Table 11.0
    Name
    Penn World Table 11.0
    Note
    Data accessed in Novemeber 2025. File location: data\data_raw\pwt110.dta. Indicators used: Total Factor Productivity (TFP) and population.
    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://creativecommons.org/licenses/by/4.0/
    Data URL
    https://www.rug.nl/ggdc/productivity/pwt/
    Citation
    Feenstra, Robert C., Robert Inklaar and Marcel P. Timmer. 2025. Penn World Table 11.0 [dataset]. www.ggdc.net/pwt. Accessed November 2025
    World Economic Outlook Database
    Name
    World Economic Outlook Database
    Note
    April 2025 Edition. Data accessed in April 2026. File location: data\data_raw\weoapr2025all.xls. Indicators used: GDP per capita and Inflation.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    IMF Copyright and Usage
    License URL
    https://www.imf.org/en/about/copyright-and-terms
    Data URL
    https://www.imf.org/en/publications/weo/weo-database/2025/april
    Citation
    International Monetary Fund. 2025. World Economic Outlook Database: April 2025 Edition [dataset]. https://www.imf.org/en/publications/weo/weo-database/2025/april. Accessed April 2026.
    Worldwide Governance Indicators
    Name
    Worldwide Governance Indicators
    Note
    (2025 Revision). Data accessed in April 2026. File location: data\data_raw\wgidataset_with_sourcedata-2025.xlsx. Six dimensions are used: Government Effectiveness, Regulatory Quality, Rule of Law, Control of Corruption, Voice and Accountability, and Political Stability and Absence of Violence/Terrorism.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Creative Commons Attribution 4.0 International (CC BY 4.0)
    License URL
    https://datacatalog.worldbank.org/public-licenses?fragment=cc
    Data URL
    https://www.worldbank.org/en/publication/worldwide-governance-indicators
    Citation
    World Bank. 2025. Worldwide Governance Indicators (2025 Revision) [dataset]. www.govindicators.org. Accessed April 2026.
    World Road Statistics
    Name
    World Road Statistics
    Note
    Data accessed in March 2026. File location: data\data_raw. Filenames: IRF_WRS_2000_2020.xlsx and IRF_WRS_2018_2023.csv. Indicator used: Road network length. Access information: For the period 2000–2020, IRF WRS data were accessed through a subscription held by the World Bank Library. From 2021 onwards, updated IRF WRS releases are publicly available to registered users under the IRF terms of use. The IRF_WRS_2018_2023.csv data file can be retrieved as follows. From the newly given URL, select “Country Comparison (multiple years)” under “Select a chart type,” then choose all continents and countries, with Theme: “Road Network” and Metric: “Total Road Network – All Road Types – Total (km).” After generating the chart, the data can be downloaded using the options available in the upper-right corner of the chart interface. Years: (2000-2023)
    Access policy
    Data access requires purchase or human approval and is not included in the reproducibility package.
    License
    IRF World Road Statistics (WRS) Terms and Conditions
    License URL
    https://worldroadstatistics.org/general-terms-conditions/
    Data URL
    https://datawarehouse.worldroadstatistics.org/
    Citation
    International Road Federation (IRF). 2024. World Road Statistics (2000-2023) [dataset]https://datawarehouse.worldroadstatistics.org/. Accessed March 2026.
    Data statement

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

    Description

    Output
    Transportation Infrastructure And Total Factor Productivity: Development Heterogeneity And Resilience Under Adverse Shocks
    Type
    Working Paper
    Title
    Transportation Infrastructure And Total Factor Productivity: Development Heterogeneity And Resilience Under Adverse Shocks
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Hyunseok Kim World Bank hkim34@worldbank.org
    Date of production

    2026-05-18

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Transportation Infrastructure Total Factor Productivity Governance Crisis Resilience Development Heterogeneity
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    O47 Empirical Studies of Economic Growth • Aggregate Productivity • Cross-Country Output Convergence O4 Journal of Economic Literature (JEL)
    H54 Infrastructures • Other Public Investment and Capital Stock H5 Journal of Economic Literature (JEL)
    O43 Institutions and Growth O4 Journal of Economic Literature (JEL)
    C23 Panel Data Models • Spatio-temporal Models C2 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
    Hyunseok Kim World Bank hkim34@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

    2026-05-18

    Document version

    1

    Citation

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