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PRWP

Reproducibility package for Randomized Regulation: The Impact of Minimum Quality Standards on Health Markets

2023
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Reference ID
RR_KEN_2023_PRWP-10386_v01
DOI
https://doi.org/10.60572/tqgj-7317
Author(s)
Guadalupe Bedoya, Jishnu Das, Amy Dolinger
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jul 19, 2023
Last modified
Mar 19, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper presents results from the first randomization of a regulatory reform in the health sector. The reform established minimum quality standards for patient safety, an issue that has become increasingly salient following the Ebola and COVID-19 epidemics. In the experiment, all 1,348 health facilities in three Kenyan counties were classified into 273 markets, and the markets were then randomly allocated to treatment and control groups. Government inspectors visited health facilities and, depending on the results of their inspection, recommended closure or a timeline for improvements. The intervention increased compliance with patient safety measures in both public and private facilities (more so in the latter) and reallocated patients from private to public facilities without increasing out-of-pocket payments or decreasing facility use. In treated markets, improvements were equally marked throughout the quality distribution, consistent with a simple model of vertical differentiation in oligopolies. This paper thus establishes the use of experimental techniques to study regulatory reforms and, in doing so, shows that minimum standards can improve quality across the board without adversely affecting utilization.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/44/download/93/README.pdf
    Reproducibility package (code) for Randomized Regulation
    Title
    Reproducibility package (code) for Randomized Regulation
    Date
    2023-03
    Software
    Stata
    Dependencies
    Required packages are included in the ado path folder and should be loaded with the `ieboilstart` command included in the main dofile.
    Instructions
    See readme in reproducibility package
    Repository
    Reproducible Research Repository (World Bank)
    Notes
    Checked for reproducibility at Development Impact Evaluation (DIME), World Bank
    License
    Name URL
    Creative Commons Legal Code https://creativecommons.org/publicdomain/zero/1.0/
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    17

    Reproducibility

    Technology environment

    OS: Windows 10 Enterprise, version 21H2; Processor: Intel(R) Core(TM) i7-8665U CPU @ 1.90GHz 2.11 GHz; Memory available: 15.8 GB

    Reproduction instructions

    A readme file with detailed instructions is part of the reproducibility package.

    Data

    Data statement

    All data is private, only the code is contained in the reproducibility package. Please refer to the readme file.

    Description

    Output
    Randomized Regulation: The Impact of Minimum Quality Standards on Health Markets
    Type
    Working Paper
    Title
    Randomized Regulation: The Impact of Minimum Quality Standards on Health Markets
    Authors
    Guadalupe Bedoya, Jishnu Das, Amy Dolinger
    Description
    Policy Research Working Paper (PRWP) 10386
    URL
    http://hdl.handle.net/10986/39630
    DOI
    https://doi.org/10986/39630
    Authors
    Author Affiliation Email
    Guadalupe Bedoya World Bank gbedoya@worldbank.org
    Jishnu Das Georgetown University and NBER jishnu.das@georgetown.edu
    Amy Dolinger World Bank adolinger@worldbank.org
    Contributors
    Agency Name Role
    Sherlene Chatterji RA
    Benjamin Daniels RA
    Rebecca De Guttry RA
    Thomas Escande RA
    Seungmin Lee RA
    Maria Camila Ayala Guerrero RA
    Garima Sharma RA
    Chex Yu RA
    Tatiana Zarate RA
    Date of production

    2023-03

    Scope and coverage

    Geographic locations
    Location Code
    Kenya KEN
    Keywords
    Health Care Market Public Health Regulatory Enforcement Informal Sector Kenya
    Topics
    ID Topic Vocabulary Vocabulary URI
    H75 State and Local Government: Health • Education • Welfare • Public Pensions JEL Classifications
    I11 Analysis of Health Care Markets JEL Classifications
    I18 Government Policy • Regulation • Public Health JEL Classifications
    O17 Formal and Informal Sectors • Shadow Economy • Institutional Arrangements JEL Classifications

    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 Role Affiliation Email URI
    Guadalupe Bedoya Author World Bank gbedoya@worldbank.org
    Reproducibility WBG reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation
    Krestel CK World Bank
    Date of Production

    2023-07-19

    Document version

    1

    Citation

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