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Reproducibility package for Industrial Policy for Development: Approaches in the 21st Century

2026
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Reference ID
FR_WLD_2025_509
Author(s)
Ana Margarida Fernandes, Tristan Reed
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Created on
Feb 09, 2026
Last modified
Mar 17, 2026
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  • Overview

    Abstract

    Amidst slower global growth, a shifting labor market, and rising protectionism, governments around the world are increasingly turning to a once controversial policy. Industrial policy—the range of policy tools governments use to shape what an economy produces, rather than leaving it to markets alone—is back with a vengeance.
    Contrary to recent headlines, advanced economies are not the heaviest users of industrial policy. As this report documents, developing economies use it more intensively. New data show that total business subsidies among upper-middle-income economies now average 4.2 percent of GDP—the highest on record. Middle-income economies have higher average import tariffs and more dispersion of tariffs across individual products compared to high-income economies—evidence of stronger targeted protection of certain industries. A review of the latest national development plans across 183 countries finds that low-income countries target growth in 13 industries on average, more than twice the number in high-income countries.
    This report offers the first comprehensive guide to industrial policy for development in the 21st century, distinctive in four respects: it covers 15 policy tools—well beyond the existing literature's focus on tariffs and subsidies; it provides practical guidance on design and implementation, including how to target industries and design effective institutions; it draws on new evidence from more than 60 countries; and it identifies targeted approaches for governments using industrial policy to pursue specific goals, from earning foreign exchange and creating jobs to reducing pollution and strengthening security and resilience.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/462/download/1442/README.pdf
    Reproducibility package for Industrial Policy for Development: Approaches in the 21st Century
    File name
    FR_WLD_2025_509
    Zip package
    FR_WLD_2025_509.zip
    Title
    Reproducibility package for Industrial Policy for Development: Approaches in the 21st Century
    Date
    2026-01
    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
    4.4.1
    Stata
    Name
    Stata
    Version
    18.5 MP
    Excel
    Name
    Excel
    Version
    Microsoft Excel for Office 365 MSO

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise, version 23H2
    • Processor: Intel Xeon Platinum 8562Y+ 2.80 GHz (2 processors)
    • Memory available: 64 GB

    Technology requirements

    Runtime: 30 minutes

    Reproduction instructions

    1. Access the data: some of the datasets required to run the reproducibility package are restricted and not included in the reproducibility package. Users need to gain access to the data before being able to run the entire code. See the section Datasets and the README for more information.
    2. Run the Stata code: Change the file path in the do-file "1-Main" and run it.
    3. Run the R code: Open the R script "fig 15.R" and run it.
    4. Open the Excel files: Open the Excel file "Output/figures/fig 2.xlsx" to reproduce figure 2 and "Output/tables/table 1_2.xlsx" to reproduce table 1.2.

    Since not all the data are included, the package includes the results produced in the reproducibility verification. These files can be used to review the results presented in the paper.

    Data

    Datasets
    Deep Trade Agreements database 1.0 (horizontal depth)
    Name
    Deep Trade Agreements database 1.0 (horizontal depth)
    Note
    Source: Hoffman, C., Osnago, A., Ruta, M. The dataset was published with the paper "Horizontal Depth: A New Database on the Content of Preferential Trade Agreements". Data file: "Data/raw/DTA 1.0 - Horizontal Content (v2).xlsx". Data was accessed in May 2024.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0 with additional terms specified in the license URL
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://datacatalogfiles.worldbank.org/ddh-published/0065624/DR0093615/DTA%201.0%20-%20Horizontal%20Content%20(v2).xlsx
    Citation
    Hoffman, C., Osnago, A., Ruta, M. 2017. "Deep Trade Agreements database 1.0 (horizontal depth)" [dataset]. Downloaded from https://datacatalogfiles.worldbank.org/ddh-published/0065624/DR0093615/DTA%201.0%20-%20Horizontal%20Content%20(v2).xlsx. Accessed May 2024.
    World Bank Country and Lending Groups
    Name
    World Bank Country and Lending Groups
    Note
    Source: World Bank Data file: "Data/raw/WBG_IncomeClassification_FY25.dta", "Data/raw/income_group.xlsx", "Data/processed/clean/Income Group data.dta", "Data/processed/clean/group.dta". Data was accessed in September 2025 (for the current income group classification) and July 2025 (for historic income group classification).
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    CC-BY 4.0 with additional terms specified in the license URL
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://datahelpdesk.worldbank.org/knowledgebase/articles/906519
    Citation
    World Bank. 2024. "World Bank Group Country and Lending Groups" [dataset]. Downloaded from https://datahelpdesk.worldbank.org/knowledgebase/articles/906519. Accessed September 2025.
    Global Photovoltaic Power Potential by Country
    Name
    Global Photovoltaic Power Potential by Country
    Note
    Source: World Bank. Files location: "Data/raw/comparative_advantage.xlsx" (sheet: solar potential). Data was accessed in September 2025.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    CC-BY 4.0 with additional terms specified in the license URL
    License URL
    https://globalsolaratlas.info/support/terms-of-use
    Data URL
    https://globalsolaratlas.info/global-pv-potential-study
    Citation
    World Bank. 2020. "Global Photovoltaic Power Potential by Country" [dataset]. Downloaded from https://globalsolaratlas.info/global-pv-potential-study. Accessed September 2025.
    Climate actions and policies measurement framework
    Name
    Climate actions and policies measurement framework
    Note
    Source: Organisation for Economic Co-operation and Development (OECD). Files location: "Data/raw/comparative_advantage.xlsx" (sheet: industrial policy). Accessed September 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.oecd.org/en/about/terms-conditions.html
    Data URL
    https://sdmx.oecd.org/public/rest/data/OECD.ENV.EPI,DSD_CAPMF@DF_CAPMF,1.0/all?dimensionAtObservation=AllDimensions&format=csvfilewithlabels
    Citation
    Organisation for Economic Co-operation and Development. n.d. "Climate actions and policies measurement framework" [dataset]. Downloaded from https://sdmx.oecd.org/public/rest/data/OECD.ENV.EPI,DSD_CAPMF@DF_CAPMF,1.0/all?dimensionAtObservation=AllDimensions&format=csvfilewithlabels Accessed September 2025.
    Worldwide Governance Indicators
    Name
    Worldwide Governance Indicators
    Note
    Source: World Bank. File location: "Data/raw/wgi_raw.dta". Data was accessed in July 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0 with additional terms specified in the license URL
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    http://www.govindicators.org/
    Citation
    World Bank. 2024. "Worldwide Governance Indicators" [dataset]. 2024 revision. Downloaded from https://www.govindicators.org. Accessed July 2025.
    New Industrial Policy Observatory (NIPO)
    Name
    New Industrial Policy Observatory (NIPO)
    Note
    Source: Global Trade Alert. Files location: "Data/raw/GTA NIPO - August 2025.xlsx". Data was accessed in August 2025.
    Access policy
    Data access requires purchase and is not included in the reproducibility package.
    License URL
    https://gtaupload.s3.eu-west-1.amazonaws.com/Uploads/web/NIPO/NIPO+-+Terms+of+Use.pdf
    Data URL
    https://globaltradealert.org/reports/new-industrial-policy-observatory-nipo
    Citation
    Global Trade Alert. n.d. "New Industrial Policy Observatory (NIPO)" [dataset]. Accessed from https://globaltradealert.org/reports/new-industrial-policy-observatory-nipo. Accessed August 2025.
    Industrial Policy Data - Supplementary data for The Return of Industrial Policy in Data (2024)
    Name
    Industrial Policy Data - Supplementary data for The Return of Industrial Policy in Data (2024)
    Note
    Source: Evenett, S., Jakubik, A., Martin, F., Ruta, M. Files location: "Data/raw/EBRD_Juhaszetal_gpt_27May25.dta". Accessed May 2025.
    Access policy
    Data access was granted directly to the study authors by the data owners. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    Citation
    Evenett, S., Jakubik, A., Martin, F., Ruta, M. n.d. "Industrial Policy Data - Supplementary data for The Return of Industrial Policy in Data (2024)" [dataset]. Unpublished data. Accessed May 2025.
    Supplementary data for The who, what, when, and how of industrial policy: A text-based approach (2023)
    Name
    Supplementary data for The who, what, when, and how of industrial policy: A text-based approach (2023)
    Note
    Source: Juhász, R., Lane, N., Oehlsen, E., Pérez, V. Files location: ""Data/raw/JLOP_Industrial_Policy_Data_for_World_Bank_Fernandes_Reed_April8_2025.dta"." Data was accessed in May 2025.
    Access policy
    Data access was granted directly to the study authors by the data owners. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    Citation
    Juhász, R., Lane, N., Oehlsen, E., Pérez, V. n.d. "Supplementary data for The who, what, when, and how of industrial policy: A text-based approach (2023)" [dataset]. Unpublished data. Accessed May 2025.
    Global Tax Expenditure Database (GTED)
    Name
    Global Tax Expenditure Database (GTED)
    Note
    Source: Redonda, A., von Haldenwang, C., Aliu, F. Files location: "Data/raw/GTED_FullDatabase_20240701.xlsx" Data was accessed in March 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://gted.taxexpenditures.org/
    Citation
    Redonda, A., von Haldenwang, C. Aliu, F. 2025. "Global Tax Expenditures Database" [dataset]. Version 1.3.2 Tax Expenditures Lab. https://doi.org/10.5281/zenodo.17312217 Accessed March 2025.
    OECD Database on Export Restrictions for Staple Crops
    Name
    OECD Database on Export Restrictions for Staple Crops
    Note
    Source: Organisation for Economic Co-operation and Development (OECD). Files location: "Data/raw/OECD Database on Export Restrictions for Staple Crops 2024.xlsx" Data was accessed in June 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.oecd.org/en/about/terms-conditions.html
    Data URL
    https://www.oecd.org/en/topics/sub-issues/agro-food-trade/export-restrictions-on-staple-crops.html
    Citation
    Organisation for Economic Co-operation and Development. 2024. "OECD Database on Export Restrictions for Staple Crops" [dataset]. Downloaded from https://www.oecd.org/en/topics/sub-issues/agro-food-trade/export-restrictions-on-staple-crops.html Accessed June 2025.
    OECD Inventory of Export Restrictions on Industrial Raw Materials
    Name
    OECD Inventory of Export Restrictions on Industrial Raw Materials
    Note
    Source: Organisation for Economic Co-operation and Development (OECD). Files location: "Data/raw/oecd-industrial-raw-materials-complete-data_2023.xlsx". Data was accessed in June 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.oecd.org/en/about/terms-conditions.html
    Data URL
    https://data-explorer.oecd.org/vis?df[ds]=dsDisseminateFinalDMZ&df[id]=DSD_QDD_TAD_EXP_RESTRIC%40DF_QDD_TAD_EXP_RESTRIC&df[ag]=OECD.TAD.ADM&df[vs]=2.0&dq=....&pd=2009%2C&to[TIME_PERIOD]=false
    Citation
    Organisation for Economic Co-operation and Development. 2024. "Inventory of Export Restrictions on Industrial Raw Materials 2024: Monitoring the use of export restrictions amid market and policy tensions" [dataset]. Downloaded from https://data-explorer.oecd.org/vis?df[ds]=dsDisseminateFinalDMZ&df[id]=DSD_QDD_TAD_EXP_RESTRIC%40DF_QDD_TAD_EXP_RESTRIC&df[ag]=OECD.TAD.ADM&df[vs]=2.0&dq=....&pd=2009%2C&to[TIME_PERIOD]=false Accessed June 2025.
    World Revenue Longitudinal Database
    Name
    World Revenue Longitudinal Database
    Note
    Source: International Monetary Fund (IMF). File location: "Data/raw/world-imf2024-v1.dta". Data was accessed in May 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.imf.org/en/About/copyright-and-terms#data
    Data URL
    https://www.imf.org/en/Topics/fiscal-policies/world-revenue-longitudinal-database
    Citation
    International Monetary Fund. 2024. "World Revenue Longitudinal Database" [database]. Downloaded from https://www.imf.org/en/Topics/fiscal-policies/world-revenue-longitudinal-database. Accessed May 2025.
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank. Data was accessed via the data URL and the Stata command "wbopendata". Indicators accessed: GDP (constant LCU), GSP (current LCU), GDP (current US$), GDP per capita (current US$), GDP per capita (current LCU), total population. Files location: "Data/raw/wdi_lcu.csv", "Data/raw/wdi/wdi gdp.csv", Data/raw/gdp.csv", "Data/raw/gdp lcu.csv", "Data/raw/population.csv", "Data/processed/clean/GDPdata.dta". Data was accessed in July 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0 with additional terms specified in the license URL
    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]. Indicators accessed: GDP (constant LCU), GSP (current LCU), GDP (current US$), GDP per capita (current US$), GDP per capita (current LCU), total population. https://databank.worldbank.org/source/world-development-indicators. Accessed July 2025.
    World Integrated Trade Solution - Modified Tariff Time Series (Harmonized and Gap‑Filled)
    Name
    World Integrated Trade Solution - Modified Tariff Time Series (Harmonized and Gap‑Filled)
    Note
    Source: World Bank. This dataset is a researcher‑modified derivative of the public WITS dataset (available at https://wits.worldbank.org/). The data was applied harmonization and gap‑filling to remove missing values and improve consistency in country time series. It differs from the original WITS release. The dataset was requested from Ileana Cristina Constantinescu (ineagu@worldbank.org) from the Macroeconomics, Trade & Investment Global Practice of the World Bank. Files location: "Data/processed/clean/aggregate tariffs.dta". Data was accessed in September 2025.
    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. Users may contact Ileana Cristina Constantinescu (ineagu@worldbank.org) to request access to this data.
    Citation
    World Bank. n.d. "World Integrated Trade Solution - Modified Tariff Time Series (Harmonized and Gap‑Filled)" [dataset]. Unpublished data. Accessed September 2025.
    BACI: International Trade Database at the Product-Level - Modified Tariff Time Series (Harmonized and Gap‑Filled)
    Name
    BACI: International Trade Database at the Product-Level - Modified Tariff Time Series (Harmonized and Gap‑Filled)
    Note
    Source: Centre d'Études Prospectives et d'Informations Internationales - Base pour l'Analyse du Commerce International (CEPII - BACI). The dataset is an expanded version of the BACI dataset available online (https://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37). The data was applied harmonization and gap‑filling to remove missing values and improve consistency in country time series. It differs from the original BACI dataset release. The dataset was requested from Ileana Cristina Constantinescu (ineagu@worldbank.org) from the Macroeconomics, Trade & Investment Global Practice of the World Bank. Files location: ""Data/processed/clean/t_2023t.dta". Data was accessed in September 2025.
    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. Users may contact Ileana Cristina Constantinescu (ineagu@worldbank.org) to request access to this data.
    Citation
    Centre d'Études Prospectives et d'Informations Internationales, World Bank. n.d. "BACI: International Trade Database at the Product-Level - Modified Tariff Time Series (Harmonized and Gap‑Filled)" [dataset]. Unpublished data. Accessed September 2025.
    Integrated Fiscal Series from the International Monetary Fund Quarterly Government Finance Statistics and World Bank BOOST
    Name
    Integrated Fiscal Series from the International Monetary Fund Quarterly Government Finance Statistics and World Bank BOOST
    Note
    Source: International Monetary Fund (IMF), World Bank. This dataset is a researcher-modified derivative combining IMF Quarterly Government Finance Statistics (QGFS) and the World Bank BOOST dataset (see https://data.imf.org/en/datasets/IMF.STA:QGFS and https://www.worldbank.org/en/programs/boost-portal). Starting from these sources, the data were applied substantial cleaning, harmonization, and integration following a criteria developed for the World Bank flagship subsidies report. Coverage, variable definitions, and time continuity may differ from the original QGFS and BOOST releases. The dataset was requested from Eric Anthony Lacey (elacey@worldbank.org) from the Macroeconomics, Trade & Investment Global Practice of the World Bank. Files location: "Data/processed/clean/Core data.dta". Data was accessed in November 2025.
    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. Users may contact Eric Anthony Lacey (elacey@worldbank.org) to request access to this data.
    Citation
    International Monetary Fund, World Bank. n.d. "Integrated Fiscal Series from the IMF Quarterly Government Finance Statistics and World Bank BOOST" [dataset]. Unpublished data. Accessed September 2025.
    Global Public Procurement Database
    Name
    Global Public Procurement Database
    Note
    Source: World Bank. Files location: "Data/raw/gppd_data.xlsx". Data was accessed in December 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0 with additional terms specified in the license URL
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://www.globalpublicprocurementdata.org/gppd/
    Citation
    World Bank. n.d. "Global Public Procurement Database" [dataset]. Accessed from https://www.globalpublicprocurementdata.org/gppd/. Accessed December 2025.
    World Economic Outlook
    Name
    World Economic Outlook
    Note
    Source: International Monetary Fund (IMF). Indicator used: General government gross debt (% of GDP). Files location: "Data/raw/debt.xls". Data was accessed in October 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.imf.org/en/About/copyright-and-terms#data
    Data URL
    https://www.imf.org/en/publications/weo/issues/2025/10/14/world-economic-outlook-october-2025#tools
    Citation
    International Monetary Fund. 2025. "World Economic Outlook" [dataset]. October 2025 database. Accessed from https://www.imf.org/en/publications/weo/issues/2025/10/14/world-economic-outlook-october-2025#tools. Accessed October 2025.
    Global Quality Infrastructure Index
    Name
    Global Quality Infrastructure Index
    Note
    Source: Harmes-Liedtke, U., Oteiza Di Matteo, J. J., Muñoz, M., Waltos, E. Files location: "Data/raw/gqii2023_public_dataset_v2.xlsx". Data was accessed in August 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0
    License URL
    https://creativecommons.org/licenses/by-sa/4.0/
    Data URL
    https://gqii.org/gqii-2023/
    Citation
    Harmes-Liedtke, U., Oteiza Di Matteo, J. J., Muñoz, M., Waltos, E. 2023. "Global Quality Infrastructure Index" [dataset]. 2023 release. Downloaded from https://gqii.org/gqii-2023/. Accessed August 2025.
    R&D Tax Incentives Database
    Name
    R&D Tax Incentives Database
    Note
    Source: Organisation for Economic Co-operation and Development (OECD). Indicator used: Government direct funding and tax support for business R&D. Files location: "Data/raw/OECD_RDTAX_DB2025_1.xlsx". Data was accessed in September 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.oecd.org/en/about/terms-conditions.html
    Data URL
    https://oe.cd/rdtax
    Citation
    Organisation for Economic Co-operation and Development. n.d. "R&D Tax Incentives Database" [dataset]. Downloaded from https://oe.cd/rdtax. Accessed September 2025.
    Global Trade Alert
    Name
    Global Trade Alert
    Note
    Source: Global Trade Alert. Files location: "Data/raw/GTA+Database+2008-2010.xlsx", "Data/raw/GTA+Database+2011-2015.xlsx", "Data/raw/GTA+Database+2016-2020.xlsx", "Data/raw/GTA+Database+2021-latest.xlsx". Data was accessed in December 2024 - March 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0
    License URL
    https://creativecommons.org/licenses/by-nc/4.0/
    Data URL
    https://globaltradealert.org/data-center
    Citation
    Global Trade Alert. 2024. "Global Trade Alert" [dataset]. Downloaded from https://globaltradealert.org/data-center. Accessed March 2025. SGEPT. 2024. Global Trade Alert (Database). St. Gallen Endowment for Prosperity through Trade.
    Industrial Policy Survey Data
    Name
    Industrial Policy Survey Data
    Note
    Source: World Bank. Data was collected by the study authors from World Bank industrial policy experts. Files location: "Data/raw/Survey on policy dialogue about industrial policy(1-42)_cleaned.xlsx". Data was accessed in April 2025.
    Access policy
    Data is included in the reproducibility package.
    Citation
    Fernandes, A. M., Reed, T. 2026. "Industrial Policy Survey Data" [dataset]. Accessed in April 2025.
    National Development Plans Data
    Name
    National Development Plans Data
    Note
    Source: World Bank. Data was manually compiled by the study authors from National Development Plan documents for countries included in the study. Files location: “Data\processed\clean\ndps_industries.dta”
    Access policy
    Data is included in the reproducibility package
    Citation
    Fernandes, A. M., Reed, T. 2026. "National Development Plans Data" [dataset]. Accessed in April 2025.
    Development Policy Operations: Prior Actions
    Name
    Development Policy Operations: Prior Actions
    Note
    Source: World Bank. Data was downloaded from the data URL and derivative data files were generated through manual keyword searches and cleaning. Files location: “Data\processed\clean\wb investment projects.dta” “Data\processed\clean\wb prior actions.dta” “Data\processed\clean\dpad_database_FY23.dta” “Data\processed\clean\wb_soe_keywords.dta” “Data\processed\clean\wb_subtax_keywords.dta” “Data\processed\clean\wb_trade_keywords.dta” Data was accessed in June 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://www.worldbank.org/en/what-we-do/products-and-services/financing-instruments/development-policy-financing#3
    Citation
    World Bank. n.d. "Development Policy Operations: Prior Actions" [dataset]. Downloaded from https://www.worldbank.org/en/what-we-do/products-and-services/financing-instruments/development-policy-financing#3. Accessed July 2025.
    Climate Policy Database
    Name
    Climate Policy Database
    Note
    Source: NewClimate Institute, Wageningen University and Research, PBL Netherlands Environmental Assessment Agency. The data was accessed in the data URL and manually exported into Stata and saved in the file "green_policies.dta". Files location: "Data/processed/clean/green_policies.dta". Data was accessed in July 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0
    License URL
    https://creativecommons.org/licenses/by-sa/4.0/
    Data URL
    https://climatepolicydatabase.org/
    Citation
    NewClimate Institute, Wageningen University and Research, PBL Netherlands Environmental Assessment Agency. 2024. "Climate Policy Database" [dataset]. DOI: 10.5281/zenodo.154329464 Accessed July 2025.
    State and Trends of Carbon Pricing 2025 - Share of economic sectors’ global greenhouse gas emissions covered by an emissions trading system or carbon tax
    Name
    State and Trends of Carbon Pricing 2025 - Share of economic sectors’ global greenhouse gas emissions covered by an emissions trading system or carbon tax
    Note
    Source: World Bank. Data was manually compiled from the report "State and Trends of Carbon Pricing 2025". Files location: "Data/processed/clean/S&T Fig 3.xlsx". Data was accessed in August 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 3.0 IGO
    License URL
    http://creativecommons.org/licenses/by/3.0/igo
    Data URL
    https://www.worldbank.org/en/publication/state-and-trends-of-carbon-pricing
    Citation
    World Bank. 2025. "State and Trends of Carbon Pricing 2025". Accessed from https://www.worldbank.org/en/publication/state-and-trends-of-carbon-pricing Accessed August 2025.
    Exports and Investment Promotion Agencies and Years of Establishment
    Name
    Exports and Investment Promotion Agencies and Years of Establishment
    Note
    Source: World Bank. Data was manually compiled by the study authors from government websites. Data file: "Data/raw/agency_year.xlsx". Data was accessed in July 2025.
    Access policy
    Data is included in the reproducibility package.
    Citation
    Fernandes, A. M., Reed, T. 2026. "Exports and Investment Promotion Agencies and Years of Establishment" [dataset]. Accessed in July 2025.
    Global Value Chains Product Taxonomy from Rosenow and Mealy (2024)
    Name
    Global Value Chains Product Taxonomy from Rosenow and Mealy (2024)
    Note
    Source: Rosenow, S.K., Mealy, P. The data was manually compiled by the study authors from information included in "Rosenow, S.K. and Mealy, P. 2024. Turning Risks into Reward: Diversifying the Global Value Chains of Decarbonization Technologies Policy Research Working Paper, no. 10696". Files location: "Data/raw/GVC5_product_taxonomy.dta". Data was accessed in October 2025.
    Access policy
    Data is included in the reproducibility package.
    Citation
    Rosenow, S.K., Mealy, P. 2024. "Global Value Chains Product Taxonomy from Rosenow and Mealy (2024)" [dataset]. Accessed October 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
    Industrial Policy for Development: Approaches in the 21st Century
    Type
    World Bank Reports & Flagships
    Title
    Industrial Policy for Development: Approaches in the 21st Century
    Authors
    Author Affiliation Email
    Ana Margarida Fernandes World Bank afernandes@worldbank.org
    Tristan Reed World Bank treed@worldbank.org
    Date of production

    2026-01-14

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Industrial Policy Subsidies Tariffs Export Promotion Industrial Park Comparative Advantage
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    L50 General L5 Journal of Economic Literature (JEL)
    L52 Industrial Policy • Sectoral Planning Methods L5 Journal of Economic Literature (JEL)
    O25 Industrial Policy O2 Journal of Economic Literature (JEL)
    O38 Government Policy O3 Journal of Economic Literature (JEL)
    H23 Externalities • Redistributive Effects • Environmental Taxes and Subsidies H2 Journal of Economic Literature (JEL)
    H25 Business Taxes and Subsidies H2 Journal of Economic Literature (JEL)
    F13 Trade Policy • International Trade Organizations F1 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
    Ana Margarida Fernandes World Bank afernandes@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

    2026-01-14

    Document version

    1

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