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Reproducibility package for Taxes, Spending And Equity: International Patterns And Lessons For Developing Countries

2025
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Reference ID
RR_WLD_2025_374
DOI
https://doi.org/10.60572/vr58-g952
Author(s)
Pierre Bachas, Mariano Sosa, Matthew Wai-Poi
Collections
Flagships and Reports
Metadata
JSON
Created on
Oct 15, 2025
Last modified
Feb 05, 2026
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
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  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper examines the global evidence concerning which households pay which taxes and who benefits from what spending – and critically, what the net effect is for different households across the income distribution. The aim is to determine what patterns and lessons emerge for designing progressive fiscal policies. A global dataset of 96 countries is assembled spanning all regions of the world and all national income levels, grounded in the Commitment to Equity (CEQ) approach to fiscal incidence. Inequality is reduced by the taxes and spending covered in the CEQ framework in all countries studied. While richer countries reduce inequality to a greater degree on average, there is more variation within income levels than between them, thus highlighting the fact that progressive taxes and spending can be achieved at all income levels. However, poverty rises in all low-income countries in the data, most lower-middle income ones, and a majority of upper-middle income countries. This is because the benefit of transfers to poorer households usually are not sufficient to offset the burden of consumption taxes.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/368/download/1313/README.pdf
    Reproducibility package for Taxes, Spending And Equity: International Patterns And Lessons For Developing Countries
    File name
    FR_WLD_2025_374
    Zip package
    FR_WLD_2025_374.zip
    Title
    Reproducibility package for Taxes, Spending And Equity: International Patterns And Lessons For Developing Countries
    Date
    2025-10
    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
    18.0 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    • Memory available: 15.7 GB

    Technology requirements

    Runtime: 15 minutes

    Reproduction instructions

    To reproduce the findings in the paper, a new user should follow these steps:

    1. Access the required data: Obtain the necessary restricted datasets and place them in the appropriate folder within the project directory.
    2. Run the master script: Open the 00_master.do file, update the path to match your local directory, and run the code.
    3. Generate outputs: Running the code will produce an Excel file named WSB_stata_outputs, which is used to create the figures stored in the WSB_figures folder.
      Since obtaining access to the restricted data may not be feasible for most users, the results reproduced by the verification team are included in this reproducibility package.

    Data

    Datasets
    Government Revenue Dataset
    Name
    Government Revenue Dataset
    Note
    The authors used the 2021 version of the dataset, which is no longer publicly available. The current publicly available version (2023) extends the 2021 release by two additional years; however, results may differ when using the updated source. The 2021 data used by the authors is included in this package solely for reproducibility purposes. File location: 01_data/Revenue_composition/3.1_fromPSPR/donnees_graphes_rapport/Merged_UNUWIDER.dta
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution-NonCommercial-ShareAlike 3.0 IGO
    License URL
    https://www.wider.unu.edu/about/copyright
    Data URL
    https://www.ictd.ac/dataset/government-revenue-dataset/
    Citation
    UNU-WIDER Government Revenue Dataset’. Version 2021. https://doi.org/10.35188/UNU-WIDER/GRD-2021
    World Development Indicators
    Name
    World Development Indicators
    Note
    File location: 01_data/Revenue_composition/3.1_fromPSPR/donnees_graphes_rapport/API_SP.POP.TOTL_DS2_en_csv_v2_3852487.csv; 01_data/Spending_composition/Boost/population_wbopen.dta; 01_data/Spending_composition/Boost/gdp_curr_lcu.dta. Indicators: SP.POP.TOTL; GDP (current LCU).
    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, World Development Indicators. [Dataset]. Retrieved from https://databank.worldbank.org/source/world-development-indicators
    World Bank Country Classification
    Name
    World Bank Country Classification
    Note
    Authors compilation using income and regional classification from International Monetary Fund, World Economic Outlook, and World Development Indicators. Files location: 01_data/Spending_composition/IMF_GFS/WB_IMF_ctry_classification.dta.
    Access policy
    Data is publicly available and included in the reproducibility package
    Government Expenditures by Function
    Name
    Government Expenditures by Function
    Note
    Source: International Monetary Fund. IMF Data. Files location: IMF_GFS_Expenditure_by_Functions.xlsx.
    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://data.imf.org/en/datasets/IMF.STA:GFS_COFOG
    Fossil Fuel Subsidies Tracker
    Name
    Fossil Fuel Subsidies Tracker
    Note
    International Institute for Sustainable Development (IISD) and Organization for Economic Co-operation and Development (OECD). Files location: iisd_FossilFuelSubsidiesTracker_CountryData.xlsx. Data was used to create Figure 4.2. Calculation are included in the Excel file.
    Access policy
    Data is included in the reproducibility package
    Data URL
    https://fossilfuelsubsidytracker.org/country/
    Poverty and Share Prosperity Report 2022 Data
    Name
    Poverty and Share Prosperity Report 2022 Data
    Note
    Source: World Bank. Poverty and Share Prosperity Team. (2022) Files location: 01_data/PSPR_CEQPartA&OECD.dta. 01_data/PSPR_CEQPartB&EUROMOD.dta. Data was provided to the authors directly by the Poverty and Share Prosperity Report team.
    Access policy
    Data is restricted and is not included in the reproducibility package. The data is forthcoming on the Development Data Hub.
    Data URL
    Forthcoming at https://datacatalog.worldbank.org/
    Boost Dataset
    Name
    Boost Dataset
    Note
    Source: World Bank. Boost team. (2021) Files location: 01_data/Spending_composition/Boost/aggregator_reduced.xlsm. Data was provided to the authors by email by mmastruzzi@worldbank.org. The file “aggregator_reduced.xlsm” contains an ad-hoc classification and categorizes spending items in to large spending categories.
    Access policy
    Data is restricted and is not included in the reproducibility package. The data is forthcoming on the Development Data Hub.
    Data URL
    Forthcoming at https://datacatalog.worldbank.org/
    Data statement

    Some data is restricted and has not been included in the reproducibility package.

    Description

    Output
    Taxes, Spending And Equity: International Patterns And Lessons For Developing Countries
    Type
    World Bank Reports & Flagships
    Title
    Taxes, Spending And Equity: International Patterns And Lessons For Developing Countries
    Description
    Prosperity Insight Series
    URL
    https://documents.worldbank.org/en/publication/documents-reports/documentdetail/099012926144522097
    Authors
    Author Affiliation Email
    Pierre Bachas World Bank pbachas@worldbank.org
    Mariano Sosa World Bank msosa@worldbank.org
    Matthew Wai-Poi World Bank mwaipoi@worldbank.org
    Date of production

    2025-10-15

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Taxes Transfers Equity Poverty Fiscal Policy
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    H20 General H2 Journal of Economic Literature (JEL)
    I38 Government Policy • Provision and Effects of Welfare Programs I3 Journal of Economic Literature (JEL)
    O23 Fiscal and Monetary Policy in Development O2 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
    Pierre Bachas World Bank pbachas@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

    2025-10-15

    Document version

    1

    Citation

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