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PRWP

Reproducibility package for Fiscal Multipliers Of Government Health And Education Expenditures: Evidence From Electoral Budget Cycles

2026
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Reference ID
RR_WLD_2026_742
DOI
https://doi.org/10.60572/jr39-8k78
Author(s)
Wilfried Kouame, John Nana Francois, Franz Ruch
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 13, 2026
Last modified
Oct 13, 2026
Page views
40
Downloads
29
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
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  • Citation
  • Overview

    Abstract

    We estimate the fiscal multiplier of government health and education expenditures—often classified as merit goods—in developing countries. We propose a novel identification strategy that exploits two features of the budget process and electoral environment: (1) approved budget allocations are legislated before the fiscal year begins and, given the multi-year nature of health and education programs, reflect planning decisions taken well in advance of contemporaneous output shocks, and (2) constitutionally predetermined electoral timing generates well-documented political incentives for incumbent governments to increase and accelerate the execution of planned budgets in visible sectors like health and education ahead of elections. Our instrument therefore interacts predetermined budget allocations with electoral cycle timing to isolate electorally driven merit goods spending. We find robust and reasonably precisely estimated merit goods multipliers of around 2. Multipliers are larger in recessions, supporting health and education spending as effective countercyclical fiscal tools. Furthermore, multipliers are larger where shares of merit goods spending in output are low, which reflects stronger stimulative effects where unmet needs are greatest. Additionally, better institutions, proxied by control of corruption, condition the size of the multiplier. These findings suggest that government spending on health and education can yield a dual dividend, boosting economic activity even before their well-known longer-term productivity gains of a healthier and more educated population materialize.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/673/download/2024/README.pdf
    Reproducibility package for Fiscal Multipliers Of Government Health And Education Expenditures: Evidence From Electoral Budget Cycles
    File name
    RR_WLD_2026_742
    Zip package
    RR_WLD_2026_742.zip
    Title
    Reproducibility package for Fiscal Multipliers Of Government Health And Education Expenditures: Evidence From Electoral Budget Cycles
    Date
    2026-10
    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
    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 6226R CPU @ 2.90GHz
    • Memory available: 32.0 GB

    Technology requirements

    Run time: ~10 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 38 of the do-file MASTER_REPLICATIONCODE_FKR2026, and run it.

    Since not all the data is included, the package includes the results produced by replicators. These files can be used to review the results presented in the paper.

    Data

    Datasets
    BOOST Public Expenditure Database
    Name
    BOOST Public Expenditure Database
    Note
    Source: World Bank, internal cleaned version available for World Bank staff only. Access date: April 24, 2025. File location: "DataConstruction/_clean BOOST long_04_24_25.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. Available to World Bank Staff only.
    License
    Custom license
    Citation
    World Bank. (2025). "BOOST Public Expenditure Database" [dataset]. World Bank, internal cleaned version (April 2025). Accessed April 2025.
    National Elections across Democracy and Autocracy (NELDA) Database – Version 6.0
    Name
    National Elections across Democracy and Autocracy (NELDA) Database – Version 6.0
    Note
    Source: Hyde and Marinov (2012), NELDA project. Access date: April 2025. File location: "DataConstruction/NELDA_10_13_2024.dta".
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://nelda.co/#access
    Citation
    Hyde, Susan D., and Nikolay Marinov. (2012). "National Elections across Democracy and Autocracy (NELDA), Version 6" [dataset]. https://nelda.co/. Accessed April 2025. Associated article: Hyde, S. D., and N. Marinov. 2012. "Which Elections Can Be Lost?" Political Analysis 20(2): 191–201.
    World Development Indicators (WDI)
    Name
    World Development Indicators (WDI)
    Note
    Source: World Bank. Indicators used: Inflation, GDP deflator (annual %) [NY.GDP.DEFL.KD.ZG]; Tax revenue (current LCU) [GC​.TAX​.TOTL​.CN]; Revenue, excluding grants (current LCU) [GC​.REV​.XGRT​.CN]; Lending interest rate (%) [FR.INR.LEND]; Net barter terms of trade index (2015 = 100) [TT.PRI.MRCH.XD.WD]; Net official development assistance received (current US$) [DT​.ODA​.ODAT​.CD]; Net official development assistance and official aid received (current US$) [DT​.ODA​.ALLD​.CD]; GDP (constant LCU) [NY​.GDP​.MKTP​.KN]; GDP (current LCU) [NY​.GDP​.MKTP​.CN]; GDP (constant 2015 US$) [NY.GDP.MKTP.KD]; GDP (current US$) [NY​.GDP​.MKTP​.CD]; Age dependency ratio, young (% of working-age population) [SP.POP.DPND.YG]; Age dependency ratio (% of working-age population) [SP.POP.DPND]; Age dependency ratio, old (% of working-age population) [SP.POP.DPND.OL]; Control of Corruption: Estimate [CC.EST]. Access date: April 2025. File location: "DataConstruction". File names: Inflation_wdi_v.xlsx; Interest_Rates.xlsx; Terms_of_Trade_WDI.xlsx; NetODA_WDI.xlsx; Model_variables_new.xlsx; WDICodes_WorldBank2024.dta.
    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. (2025). "World Development Indicators" [dataset]. World Bank. https://databank.worldbank.org/source/world-development-indicators. Accessed April 2025.
    Worldwide Governance Indicators (WGI)
    Name
    Worldwide Governance Indicators (WGI)
    Note
    Source: World Bank. Indicators used: Voice and Accountability; Political Stability and Absence of Violence. Access date: April 2025. File location: "DataConstruction". File names: Voice_WGI.xlsx; Political_stability_wdi.xlsx.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Custom license
    License URL
    https://www.worldbank.org/ext/en/legal/terms-conditions/datasets
    Data URL
    https://www.worldbank.org/en/publication/worldwide-governance-indicators
    Citation
    World Bank. (2025). "Worldwide Governance Indicators" [dataset]. World Bank. https://www.worldbank.org/en/publication/worldwide-governance-indicators. Accessed April 2025.
    World Economic Outlook (WEO) Database
    Name
    World Economic Outlook (WEO) Database
    Note
    Source: International Monetary Fund. Indicator used: general government gross debt. Access date: April 2025. File location: "DataConstruction/WEO_PublicDebt.dta".
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    IMF Copyright and Usage terms
    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" [dataset]. IMF. https://www.imf.org/en/publications/weo/weo-database/2025/april. Accessed April 2025.
    World Bank Country and Lending Groups
    Name
    World Bank Country and Lending Groups
    Note
    Source: World Bank. File location: "DataConstruction/region_dummy.dta".
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Custom license
    License URL
    https://www.worldbank.org/ext/en/legal/terms-conditions/datasets
    Data URL
    https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups
    Citation
    World Bank. (2025). "World Bank Country and Lending Groups" [dataset]. World Bank. https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups. Accessed April 2025.
    Data statement

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

    Description

    Output
    Fiscal Multipliers Of Government Health And Education Expenditures: Evidence From Electoral Budget Cycles
    Type
    Working Paper
    Title
    Fiscal Multipliers Of Government Health And Education Expenditures: Evidence From Electoral Budget Cycles
    Description
    Policy Research Working Paper (PRWP)
    Authors
    Author Affiliation Email
    Wilfried Kouame World Bank wkouame@worldbank.org
    John Nana Francois World Bank jfrancois1@worldbankgroup.org
    Franz Ruch World Bank fruch@worldbank.org
    Date of production

    2026-10-05

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Education Health Merit Goods Government Spending Multipliers Instrumental Variables Electoral Budget Cycles
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    C26 Instrumental Variables (IV) Estimation C2 Journal of Economic Literature (JEL)
    E62 Fiscal Policy • Modern Monetary Theory E6 Journal of Economic Literature (JEL)
    H42 Publicly Provided Private Goods H4 Journal of Economic Literature (JEL)
    H51 Government Expenditures and Health H5 Journal of Economic Literature (JEL)
    H52 Government Expenditures and Education H5 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
    Wilfried Kouame World Bank wkouame@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

    2026-10-05

    Document version

    1

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