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Reproducibility package for Reassessing The Human Resources Crisis In Primary Health Care: A Review Of Global Findings With New Evidence From 10 Sub-Saharan African countries

2026
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Reference ID
PP_SSA_2026_667
Author(s)
Jishnu Das, Benjamin Daniels, Roberta Gatti, Andres Yi Chang
Metadata
JSON
Created on
Jul 13, 2026
Last modified
Jul 13, 2026
Page views
28
Downloads
9
  • Project Description
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  • Description
  • Scope and coverage
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  • Overview

    Abstract

    This paper revisits the widely held idea of a “human resources crisis” in primary health care (PHC) across low- and middle-income countries (LMICs). First, we review micro- and macro-level evidence, finding little empirical support for generalized workforce shortages. Providers in LMICs appear to operate with substantial excess capacity, characterized by low caseloads, short consultation lengths, and modest wait times. Second, using nationally representative data from 7,915 facilities across 10 African countries, we estimate that the median provider sees 10.9 patients per day. We suggest that the widely perceived experience of overcrowding arises from a highly unequal distribution of caseloads, with most visits concentrated among a minority of providers. In other words, the average provider is not busy, but the average patient visits a busy provider. Third, we assess allocative inefficiencies using matched data on provider caseload and competence, documenting that caseloads are not concentrated among more competent providers. Using simulations, we show that this misallocation reduces potential aggregate service quality by 4%–33%, depending on the country. These findings suggest that failures in PHC service delivery cannot be addressed by simply expanding human resources under existing systems arrangements– the competence, allocation, and utilization of both new and existing providers must be improved to meaningfully impact care quality.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/607/download/1814/README.pdf
    Reproducibility package for Reassessing The Human Resources Crisis In Primary Health Care: A Review Of Global Findings With New Evidence From 10 Sub-Saharan African countries
    File name
    PP_SSA_2026_667
    Zip package
    PP_SSA_2026_667.zip
    Title
    Reproducibility package for Reassessing The Human Resources Crisis In Primary Health Care: A Review Of Global Findings With New Evidence From 10 Sub-Saharan African countries
    Date
    2026-06
    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) PLATINUM 8562Y+ 2.80 GHz (2 processors)
    • Memory available: 32.0 GB
    • Software version: Stata 19.5 MP

    Technology requirements

    Run time: ~ 1 hour

    Reproduction instructions

    To reproduce the findings in this paper, a replicator must:

    1. Run the Package: Update the working directory in line 4 of the do-file runfile, and run it.

    Note: The reproducibility package begins with intermediate data as the raw data is restricted. Intermediate data is included in the reproducibility package and can be used to fully reproduce the results in the paper.

    Data

    Datasets
    Service Delivery Indicators Health Survey - Kenya (2018)
    Name
    Service Delivery Indicators Health Survey - Kenya (2018)
    Note
    Filename: data/kenya.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. Potential replicators seeking access to restricted data should apply through the access request process described in the Service Delivery Indicators (SDI) catalog on the World Bank Microdata Library. A version of the de-identified dataset is also available through the World Bank Microdata Library at https://microdata.worldbank.org/catalog/3872.
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Waly Wane., Jane Chuma., World Bank. Service Delivery Indicators Health Survey - Kenya (2018) [dataset]. Accessed June 2026.
    Service Delivery Indicators Survey - Madagascar (2016)
    Name
    Service Delivery Indicators Survey - Madagascar (2016)
    Note
    Filename: data/madagascar.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. Potential replicators seeking access to restricted data should apply through the access request process described in the Service Delivery Indicators (SDI) catalog on the World Bank Microdata Library. A version of the de-identified dataset is also available through the World Bank Microdata Library at https://microdata.worldbank.org/catalog/3884.
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Waly Wane, The World Bank. Service Delivery Indicators Survey - Madagascar (2016) [dataset]. Accessed June 2026.
    Malawi - Harmonized Health Facility Assessment: 2018-2019
    Name
    Malawi - Harmonized Health Facility Assessment: 2018-2019
    Note
    Filename: data/malawi.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. More information on the survey can be found here: http://documents.worldbank.org/curated/en/417871611550272923
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Government of Malawi. Malawi - Harmonized Health Facility Assessment : 2018-2019 [dataset]. Accessed June 2026. Unpublished.
    Service Delivery Indicators Health Survey - Mozambique (2014)
    Name
    Service Delivery Indicators Health Survey - Mozambique (2014)
    Note
    Filename: data/mozambique.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. Potential replicators seeking access to restricted data should apply through the access request process described in the Service Delivery Indicators (SDI) catalog on the World Bank Microdata Library. A version of the de-identified dataset is also available through the World Bank Microdata Library at https://microdata.worldbank.org/catalog/3876.
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Waly Wane., Ezequiel Molina., World Bank. Service Delivery Indicators Health Survey - Mozambique (2014) [dataset]. Accessed June 2026.
    Service Delivery Indicators Health Survey - Niger (2015)
    Name
    Service Delivery Indicators Health Survey - Niger (2015)
    Note
    Filename: data/niger.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. Potential replicators seeking access to restricted data should apply through the access request process described in the Service Delivery Indicators (SDI) catalog on the World Bank Microdata Library. A version of the de-identified dataset is also available through the World Bank Microdata Library at https://microdata.worldbank.org/catalog/3222.
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Christophe Rockmore. The World Bank. Service Delivery Indicators Health Survey - Niger (2015) [dataset]. Accessed June 2026.
    Service Delivery Indicators Health Survey - Nigeria (2013)
    Name
    Service Delivery Indicators Health Survey - Nigeria (2013)
    Note
    Filename: data/nigeria.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. Potential replicators seeking access to restricted data should apply through the access request process described in the Service Delivery Indicators (SDI) catalog on the World Bank Microdata Library. A version of the de-identified dataset is also available through the World Bank Microdata Library at https://microdata.worldbank.org/catalog/2559.
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Obert Pimhidzai., World Bank. Service Delivery Indicators Health Survey - Nigeria (2013) [dataset]. Accessed June 2026.
    Service Delivery Indicators Health Survey - Sierra Leone (2018)
    Name
    Service Delivery Indicators Health Survey - Sierra Leone (2018)
    Note
    Filename: data/sierra_leone.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. Potential replicators seeking access to restricted data should apply through the access request process described in the Service Delivery Indicators (SDI) catalog on the World Bank Microdata Library. A version of the de-identified dataset is also available through the World Bank Microdata Library at https://microdata.worldbank.org/catalog/4038.
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Statistics Sierra Leone. Service Delivery Indicators Health Survey - Sierra Leone (2018) ) [dataset]. Accessed June 2026.
    Service Delivery Indicators Health Survey - Tanzania (2016)
    Name
    Service Delivery Indicators Health Survey - Tanzania (2016)
    Note
    Filename: data/tanzania.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. Potential replicators seeking access to restricted data should apply through the access request process described in the Service Delivery Indicators (SDI) catalog on the World Bank Microdata Library. A version of the de-identified dataset is also available through the World Bank Microdata Library at https://microdata.worldbank.org/catalog/3873.
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Waly Wane, World Bank. Service Delivery Indicators Health Survey - Tanzania (2016) [dataset]. Accessed in June 2026.
    Service Delivery Indicators Survey - Togo (2012)
    Name
    Service Delivery Indicators Survey - Togo (2012)
    Note
    Filename: data/togo.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. Potential replicators seeking access to restricted data should apply through the access request process described in the Service Delivery Indicators (SDI) catalog on the World Bank Microdata Library. A version of the de-identified dataset is also available through the World Bank Microdata Library at https://microdata.worldbank.org/catalog/2560.
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Christophe Rockmore, The World Bank. Service Delivery Indicators Survey - Togo (2012) [dataset]. Accessed June 2026.
    Service Delivery Indicators Health Survey - Uganda (2013)
    Name
    Service Delivery Indicators Health Survey - Uganda (2013)
    Note
    Filename: data/uganda.dta. The authors used restricted Service Delivery Indicators (SDI) data to construct this de-identified dataset included in the reproducibility package. Potential replicators seeking access to restricted data should apply through the access request process described in the Service Delivery Indicators (SDI) catalog on the World Bank Microdata Library. A version of the de-identified dataset is also available through the World Bank Microdata Library at https://microdata.worldbank.org/catalog/2750.
    Access policy
    Data access to restricted source data was granted directly to the study authors by the data owners/managers. The de-identified dataset constructed by the authors is included in the reproducibility package.
    License
    Custom license
    Citation
    Waly Wane, World Bank. SDI Health Survey - Uganda (2013) [dataset]. Accessed June 2026.
    Data statement

    Some data is restricted and has not been included in the reproducibility package. Intermediate data is included in the reproducibility package and can be used to fully reproduce the results in the paper. For more details, please refer to the README file.

    Description

    Output
    Reassessing The Human Resources Crisis In Primary Health Care: A Review Of Global Findings With New Evidence From 10 Sub-Saharan African countries
    Title
    Reassessing The Human Resources Crisis In Primary Health Care: A Review Of Global Findings With New Evidence From 10 Sub-Saharan African countries
    Authors
    Benjamin Daniels, Jishnu Das, Roberta Gatti, Andres Yi Chang
    Authors
    Author Affiliation Email
    Jishnu Das Georgetown University, McCourt School of Public Policy jishnu.das@georgetown.edu
    Benjamin Daniels Harvard University, School of Public Health bdaniels@fas.harvard.edu
    Roberta Gatti World Bank Group rgatti@worldbank.org
    Andres Yi Chang World Bank Group ayichang@worldbank.org
    Date of production

    2026-06-03

    Scope and coverage

    Geographic locations
    Location Code
    Sub-Saharan Africa SSA
    Keywords
    Health Human Resources Sub-Saharan Africa Capacity Utilization Misallocation
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I20 General I2 Journal of Economic Literature (JEL)
    I15 Health and Economic Development I1 Journal of Economic Literature (JEL)
    O15 Human Resources • Human Development • Income Distribution • Migration O1 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
    Jishnu Das Georgetown University, McCourt School of Public Policy jishnu.das@georgetown.edu
    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

    2026-06-03

    Document version

    1

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