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PRWP

Reproducibility package for Who Benefits From Public Spending On Healthcare? Longitudinal Evidence From Ethiopia

2025
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Reference ID
RR_ETH_2025_469
Author(s)
Alemayehu A. Ambel, Getachew Yirga Belete
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Nov 25, 2025
Last modified
Nov 25, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    This study examines inequalities in benefits from government spending on healthcare among different groups in Ethiopia. It applies a benefit incidence analysis by integrating public health expenditure data and longitudinal household survey data implemented in 2019 and 2022. The study reveals important differences in the distribution of subsidies and healthcare utilization by facility type, income levels, and between rural and urban populations. All hospital utilization and subsidies are pro-rich, while health center and health post outpatient utilization and subsidies are pro-poor. In 2022, subsidies to health center inpatient admissions were pro-poor among urban residents and pro-rich among rural residents. Rural residents faced regressive out-of-pocket expenditures for inpatient admissions at health centers in 2019. The longitudinal dataset enabled an assessment of changes over time, revealing that subsidies for outpatient services at primary facilities became increasingly pro-poor. Shifts in utilization patterns over time suggest potential for reducing disparities through targeted efforts aimed at improving community access to hospital care.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/408/download/1149/README.pdf
    Reproducibility package for Who Benefits From Public Spending On Healthcare? Longitudinal Evidence From Ethiopia
    File name
    RR_ETH_2025_469
    Zip package
    RR_ETH_2025_469.zip
    Title
    Reproducibility package for Who Benefits From Public Spending On Healthcare? Longitudinal Evidence From Ethiopia
    Date
    2025-11
    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 MP

    Reproducibility

    Technology environment

    Runtime: 30 minutes

    Technology requirements

    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: 16.0 GB

    Reproduction instructions

    This package uses restricted data, which can only be accessed upon request. To successfully reproduce the analysis, follow these steps:

    1. Obtain access to the data (see the README for instructions).
    2. Run 00_Master.do after updating the file path in line 11.
    3. Outputs will be generated in the folders 04_tables and 05_figures.

    Since the restricted data is not included in the reproducibility package and access may be difficult, all outputs generated by the reproducibility team have been included so users can compare the reproduced results with those reported in the paper.

    Data

    Datasets
    Ethiopia Socioeconomic Panel Survey (ESPS) (2018-2019)
    Name
    Ethiopia Socioeconomic Panel Survey (ESPS) (2018-2019)
    Note
    Source: World Bank
    Access policy
    Data is publicly available but does not allow redistribution.
    License
    Public Use Files
    License URL
    https://microdata.worldbank.org/index.php/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/index.php/catalog/3823/
    Citation
    World Bank. 2020. "Ethiopia Socioeconomic Panel Survey (ESPS) (2018-2019) [dataset]," V04, https://microdata.worldbank.org/index.php/catalog/3823
    Ethiopia Socioeconomic Panel Survey (ESPS) (2021-2022)
    Name
    Ethiopia Socioeconomic Panel Survey (ESPS) (2021-2022)
    Note
    Source: World Bank
    Access policy
    Data is publicly available but does not allow redistribution.
    License
    Public Use Files
    License URL
    https://microdata.worldbank.org/index.php/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/index.php/catalog/6161
    Citation
    World Bank. 2024. "Ethiopia Socioeconomic Panel Survey (ESPS) (2021-2022) [dataset]," V02, https://microdata.worldbank.org/index.php/catalog/6161
    Ethiopia budget data
    Name
    Ethiopia budget data
    Note
    Source: Ministry of Finance Users must request and access the data with permission from the Ministry of Finance. See details in the README.
    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
    Ethiopia National Health Accounts Report (2019-2020)
    Name
    Ethiopia National Health Accounts Report (2019-2020)
    Note
    Source: Ministry of Health Ethiopia
    Access policy
    Data is publicly available but not included in the reproducibility package.
    Data URL
    https://apps.who.int/nha/database/DocumentationCentre/GetFile/60033121/en
    Citation
    Ministry of Health Ethiopia. 2022. "Ethiopia National Health Accounts Report [dataset]," https://apps.who.int/nha/database/DocumentationCentre/GetFile/60033121/en
    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
    Who Benefits From Public Spending On Healthcare? Longitudinal Evidence From Ethiopia
    Type
    Working Paper
    Title
    Who Benefits From Public Spending On Healthcare? Longitudinal Evidence From Ethiopia
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Alemayehu A. Ambel World Bank aambel@worldbank.org
    Getachew Yirga Belete Bahir Dar University getachew.yirga@bdu.edu.et
    Date of production

    2025-11-10

    Scope and coverage

    Geographic locations
    Location Code
    Ethiopia ETH
    Keywords
    Benefit Incidence Analysis Health Inequality Public Healthcare Utilization Ethiopia
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I38 Government Policy • Provision and Effects of Welfare Programs I3 Journal of Economic Literature (JEL)
    I14 Health and Inequality I1 Journal of Economic Literature (JEL)
    H51 Government Expenditures and Health H5 Journal of Economic Literature (JEL)
    H53 Government Expenditures and Welfare Programs 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
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Alemayehu A. Ambel World Bank aambel@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

    2025-11-10

    Document version

    1

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