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Reproducibility package for Management Of Healthcare Facilities And Patient Attendance During Major Disruptions: Evidence From Kenya

2026
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Reference ID
RR_KEN_2026_595
Author(s)
Renata Lemos, Kathryn Andrews, Roberta Gatti, Fabiano Dal-Ri, Mario Macis, Lydia Nakhone
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Apr 06, 2026
Last modified
Apr 06, 2026
Page views
9
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    We measure and analyze management practices in the Kenyan healthcare sector, drawing on a nationally representative survey and linked administrative data. We make two main contributions. First, we adapted the World Management Survey (WMS) to measure the quality of management practices in primary health care facilities as well as hospitals, surveying 429 PHCs and 73 hospitals, representative at the national level. PHCs are the primary point of contact for most patients, providing treatment for common infectious diseases and chronic conditions, as well as services related to maternal and child health. The survey indicates low management practice quality on average on the WMS scale and a highly compressed distribution. Second, we utilized administrative data to test the association between management quality and PHC performance, measured by outpatient attendance, during a period of disruption that included the onset of the COVID-19 pandemic and a public health workers' strike. Overall attendance fell during this period. However, private facilities with better management quality suffered a smaller decline in attendance than public facilities, primarily driven by better operations management. These results underscore the resilience of well-managed private facilities in the face of healthcare crises, pointing towards the complementarity of the public and private sectors.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/522/download/1512/README.pdf
    Reproducibility package for Management Of Healthcare Facilities And Patient Attendance During Major Disruptions: Evidence From Kenya
    File name
    RR_KEN_2026_595
    Zip package
    RR_KEN_2026_595.zip
    Title
    Reproducibility package for Management Of Healthcare Facilities And Patient Attendance During Major Disruptions: Evidence From Kenya
    Date
    2026-03
    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

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: Intel(R) Xeon(R) Gold 5218 CPU @ 2.30GHz, 2300 Mhz, 4 Core(s), 4 Logical Processor(s)
    • Memory available: 8.15 GB
    • Software version: Stata 19.5 MP

    Technology requirements

    Runtime: ~4 hours.

    Reproduction instructions

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

    1. Secure access to the restricted and limited-access data. More details are included in the README file and data section of this entry.
    2. Adjust file paths and run the code: Update the working directory in line 13 of the do-file main do, and run it.

    Note: Since most of the data is not publicly available, the outputs produced by the replicators are included in the outputs folder. Users can use those to verify against the published paper.

    Data

    Datasets
    World Bank Management Survey - Kenya
    Name
    World Bank Management Survey - Kenya
    Note
    World Bank Data Collection. Filenames: input\Kenya WMS\KenyaWMS.dta, input\Kenya WMS\Kenya Facility Roster.dta; input\Hospitals WMS\hospital_anonymized.dta.
    Access policy
    Data is forthcoming in the World Bank Microdata Library.
    License
    Licensed files
    License URL
    https://microdata.worldbank.org/terms-of-use#licensed
    Data URL
    Forthcoming at https://microdata.worldbank.org/
    Citation
    World Bank. [2021]. World Bank Management Survey - Kenya [dataset]. Forthcoming at https://microdata.worldbank.org/
    World Management Survey - Hospitals Data
    Name
    World Management Survey - Hospitals Data
    Note
    Source: World Management Survey. Filenames: input\Hospitals WMS\hospital_anonymized.dta. Access procedure: Anonymized hospital-level data available upon request from the World Management Survey team. Researchers should follow the application procedures described on the WMS website.
    Access policy
    Data access requires purchase or human approval and is not included in the reproducibility package.
    License
    WMS - Request Special Data Access
    License URL
    https://worldmanagementsurvey.org/data/request-special-data-access/
    Data URL
    https://worldmanagementsurvey.org/
    Citation
    World Management Survey. (2021). World Management Survey - Hospitals Data [dataset]. Available at https://worldmanagementsurvey.org/
    Health Management Information System Data - Kenya
    Name
    Health Management Information System Data - Kenya
    Note
    Source: Kenyan Ministry of Health. Filenames: input\HMIS\data for indicators from hmis team 201801_202112.csv, input\HMIS\data for indicators from hmis team.csv, input\HMIS\kenya.csv, input\HMIS\kenya_kenya_v2_201801.csv, input\HMIS\kenya_v2.csv. Access procedure: These data are restricted-access administrative records provided directly by the Kenyan Ministry of Health through institutional collaboration. There is currently no public access mechanism. Researchers seeking access should contact the Kenyan Ministry of Health to inquire about data availability and access conditions.
    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.
    License
    Custom license
    Data URL
    https://kenyahmis.org/
    Citation
    Kenya Ministry of Health. (n.d). Health Management Information System Data Kenya [dataset]. Unpublished data. Access year: 2021.
    COVID Cases and Deaths Database - Kenya
    Name
    COVID Cases and Deaths Database - Kenya
    Note
    Source: Kenyan Ministry of Health. Filename: input\Covid\Covid cases and deaths database_17_08_2022.xlsx. Access procedure: These data are restricted-access administrative records provided directly by the Kenyan Ministry of Health, through institutional collaboration. There is currently no public access mechanism. Researchers seeking access should contact the Kenyan Ministry of Health to inquire about data availability and access conditions.
    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.
    License
    Custom license.
    Citation
    Kenya Ministry of Health. (n.d). COVID Cases and Deaths Database Kenya [dataset]. Unpublished data. Access year: 2022.
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank. File names: input\World Bank\API_NY.GDP.PCAP.PP.KD_DS2_en_csv_v2_4029331.csv, input\World Bank\API_SH.STA.MMRT.NE_DS2_en_csv_v2_4029776.csv, input\World Bank\API_SP.DYN.IMRT.IN_DS2_en_csv_v2_4030072.csv, input\World Bank\API_SP.DYN.LE00.IN_DS2_en_csv_v2_4019110.csv.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Creative Commons Attribution 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://databank.worldbank.org/
    Citation
    World Bank. (2021). World Development Indicators [dataset]. World Bank. Available at https://databank.worldbank.org/
    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
    Management Of Healthcare Facilities And Patient Attendance During Major Disruptions: Evidence From Kenya
    Type
    Working Paper
    Title
    Management Of Healthcare Facilities And Patient Attendance During Major Disruptions: Evidence From Kenya
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Renata Lemos World Bank rlemos@worldbank.org
    Kathryn Andrews World Bank kandrews@worldbank.org
    Roberta Gatti World Bank rgatti@worldbank.org
    Fabiano Dal-Ri International Finance Corporation fdalri@ifc.org
    Mario Macis Johns Hopkins University mmacis@jhu.edu
    Lydia Nakhone Other nakhone25@gmail.com
    Date of production

    2026-03-25

    Scope and coverage

    Geographic locations
    Location Code
    Kenya KEN
    Keywords
    Management Practices Health Facilities Disruption

    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
    Renata Lemos World Bank rlemos@worldbank.org
    Fabiano Dal-Ri International Finance Corporation fdalri@ifc.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

    2026-03-25

    Document version

    1

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