IDEAS home Printed from https://ideas.repec.org/a/eee/jhecon/v81y2022ics0167629621001296.html
   My bibliography  Save this article

The impact of public health sector stockouts on private sector prices and access to healthcare: Evidence from the anti-malarial drug market

Author

Listed:
  • Fitzpatrick, Anne

Abstract

In developing countries, public sector health facilities frequently run out of essential medicines (“stockouts”). I test whether anti-malarial drug stockouts affect prices, quality, and overall access to anti-malarial drugs in private sector outlets in Uganda. I combine data from four sources: 1) standardized patient drug purchases; 2) vendor surveys; 3) real customer surveys; 4) public sector supply delivery dates. Using a difference-in-differences approach, I find that stockouts increase private-sector antimalarial drug prices by $0.68, or 35 percent. I find few changes in quality. Real customer characteristics change, suggesting that stockouts lead less educated and poorer customers to drop out of the market. Analysis using the 2016 Demographic and Health Survey additionally shows stockouts reduce treatment at public sector facilities and reduce the likelihood that children receive medicine. My results suggest that stockouts increase prices in the private sector and lead to less equitable health outcomes.

Suggested Citation

  • Fitzpatrick, Anne, 2022. "The impact of public health sector stockouts on private sector prices and access to healthcare: Evidence from the anti-malarial drug market," Journal of Health Economics, Elsevier, vol. 81(C).
  • Handle: RePEc:eee:jhecon:v:81:y:2022:i:c:s0167629621001296
    DOI: 10.1016/j.jhealeco.2021.102544
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0167629621001296
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jhealeco.2021.102544?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Matias Busso & Sebastian Galiani, 2019. "The Causal Effect of Competition on Prices and Quality: Evidence from a Field Experiment," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 33-56, January.
    2. Abhijit Banerjee & Esther Duflo, 2006. "Addressing Absence," Journal of Economic Perspectives, American Economic Association, vol. 20(1), pages 117-132, Winter.
    3. Daniel Bennett & Wesley Yin, 2019. "The Market for High-Quality Medicine: Retail Chain Entry and Drug Quality in India," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 76-90, March.
    4. Martina Björkman & Jakob Svensson, 2009. "Power to the People: Evidence from a Randomized Field Experiment on Community-Based Monitoring in Uganda," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 735-769.
    5. Robert G. Evans, 1974. "Supplier-Induced Demand: Some Empirical Evidence and Implications," International Economic Association Series, in: Mark Perlman (ed.), The Economics of Health and Medical Care, chapter 10, pages 162-173, Palgrave Macmillan.
    6. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    7. Armelle Pasquet & Eugène Messou & Delphine Gabillard & Albert Minga & Ayeby Depoulosky & Sylvie Deuffic-Burban & Elena Losina & Kenneth A Freedberg & Christine Danel & Xavier Anglaret & Yazdan Yazdanp, 2010. "Impact of Drug Stock-Outs on Death and Retention to Care among HIV-Infected Patients on Combination Antiretroviral Therapy in Abidjan, Côte d'Ivoire," PLOS ONE, Public Library of Science, vol. 5(10), pages 1-9, October.
    8. Martin Gaynor, "undated". "What Do We Know About Competition and Quality in Health Care Markets?," GSIA Working Papers 2006-E62, Carnegie Mellon University, Tepper School of Business.
    9. Jishnu Das & Jeffrey Hammer & Kenneth Leonard, 2008. "The Quality of Medical Advice in Low-Income Countries," Journal of Economic Perspectives, American Economic Association, vol. 22(2), pages 93-114, Spring.
    10. Peter Okwero & Ajay Tandon & Susan Sparkes & Julie McLaughlin & Johannes G. Hoogeveen, 2010. "Fiscal Space for Health in Uganda," World Bank Publications - Books, The World Bank Group, number 5949, December.
    11. Anne Fitzpatrick, 2020. "When Patients Diagnose: The Effect of Patient Beliefs and Information on Provider Behavior," Economic Development and Cultural Change, University of Chicago Press, vol. 69(1), pages 51-72.
    12. Jishnu Das & Alaka Holla & Aakash Mohpal & Karthik Muralidharan, 2016. "Quality and Accountability in Health Care Delivery: Audit-Study Evidence from Primary Care in India," American Economic Review, American Economic Association, vol. 106(12), pages 3765-3799, December.
    13. Jessica Cohen & Pascaline Dupas & Simone Schaner, 2015. "Price Subsidies, Diagnostic Tests, and Targeting of Malaria Treatment: Evidence from a Randomized Controlled Trial," American Economic Review, American Economic Association, vol. 105(2), pages 609-645, February.
    14. Gillian Stresman & Charlie Whittaker & Hannah C Slater & Teun Bousema & Jackie Cook, 2020. "Quantifying Plasmodium falciparum infections clustering within households to inform household-based intervention strategies for malaria control programs: An observational study and meta-analysis from ," PLOS Medicine, Public Library of Science, vol. 17(10), pages 1-17, October.
    15. Das, Jishnu & Hammer, Jeffrey, 2007. "Money for nothing: The dire straits of medical practice in Delhi, India," Journal of Development Economics, Elsevier, vol. 83(1), pages 1-36, May.
    16. Andrew Dillon & Jed Friedman & Pieter Serneels, 0. "Health Information, Treatment, and Worker Productivity," Journal of the European Economic Association, European Economic Association, vol. 19(2), pages 1077-1115.
    17. Dranove, David, 1988. "Demand Inducement and the Physician/Patient Relationship," Economic Inquiry, Western Economic Association International, vol. 26(2), pages 281-298, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ryan Jablonski & Brigitte Seim & Mariana Carvalho Barbosa & Clark Gibson, 2023. "Using remote tracking technologies to audit and understand medicine theft," WIDER Working Paper Series wp-2023-126, World Institute for Development Economic Research (UNU-WIDER).
    2. Dupas, Pascaline & Jain, Radhika, 2023. "Can beneficiary information improve hospital accountability? Experimental evidence from a public health insurance scheme in India," Journal of Public Economics, Elsevier, vol. 220(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kovacs, Roxanne & Lagarde, Mylene, 2022. "Does high workload reduce the quality of healthcare? Evidence from rural Senegal," Journal of Health Economics, Elsevier, vol. 82(C).
    2. Cohen, Jessica & Saran, Indrani, 2018. "The impact of packaging and messaging on adherence to malaria treatment: Evidence from a randomized controlled trial in Uganda," Journal of Development Economics, Elsevier, vol. 134(C), pages 68-95.
    3. Kovacs, Roxanne J. & Lagarde, Mylène, 2022. "Does high workload reduce the quality of healthcare? Evidence from rural Senegal," LSE Research Online Documents on Economics 113759, London School of Economics and Political Science, LSE Library.
    4. Abhijit V. Banerjee & Rukmini Banerji & Esther Duflo & Rachel Glennerster & Stuti Khemani, 2010. "Pitfalls of Participatory Programs: Evidence from a Randomized Evaluation in Education in India," American Economic Journal: Economic Policy, American Economic Association, vol. 2(1), pages 1-30, February.
    5. Das, Jishnu & Daniels, Benjamin & Ashok, Monisha & Shim, Eun-Young & Muralidharan, Karthik, 2022. "Two Indias: The structure of primary health care markets in rural Indian villages with implications for policy," Social Science & Medicine, Elsevier, vol. 301(C).
    6. Friedman, Willa & Keats, Anthony & Mutua, Martin Kavao, 2022. "Disruptions to healthcare quality and early child health outcomes: Evidence from health-worker strikes in Kenya," Journal of Health Economics, Elsevier, vol. 86(C).
    7. Brock, J. Michelle & Lange, Andreas & Leonard, Kenneth L., 2018. "Giving and promising gifts: Experimental evidence on reciprocity from the field," Journal of Health Economics, Elsevier, vol. 58(C), pages 188-201.
    8. Richard A. Iles, 2019. "Government doctor absenteeism and its effects on consumer demand in rural north India," Health Economics, John Wiley & Sons, Ltd., vol. 28(4), pages 475-491, April.
    9. Martina Bjorkman-Nyqvist & Jakob Savensson & David Yanagizawa-Drott, 2012. "Can Good Products Drive Out Bad? Evidence from Local Markets for (Fake?) Antimalarial Medicine in Uganda," CID Working Papers 242, Center for International Development at Harvard University.
    10. J. Michelle Brock & Andreas Lange & Kenneth L. Leonard, 2012. "Generosity norms and intrinsic motivation in health care provision: evidence from the laboratory and the field," Working Papers 147, European Bank for Reconstruction and Development, Office of the Chief Economist.
    11. ILes, Richard, 2017. "Government Doctor Absenteeism And Its Effects On Consumer Demand In Rural North India," Working Papers 2018-9, School of Economic Sciences, Washington State University, revised 12 2018.
    12. Isaac Mbiti & Danila Serra, 2022. "Health workers’ behavior, patient reporting and reputational concerns: lab-in-the-field experimental evidence from Kenya," Experimental Economics, Springer;Economic Science Association, vol. 25(2), pages 514-556, April.
    13. Dhaliwal, Iqbal & Hanna, Rema, 2017. "The devil is in the details: The successes and limitations of bureaucratic reform in India," Journal of Development Economics, Elsevier, vol. 124(C), pages 1-21.
    14. Fitzpatrick, Anne, 2023. "Which price is right? A comparison of three standard approaches to measuring prices," Journal of Development Economics, Elsevier, vol. 163(C).
    15. Heather Klemick & Kenneth L. Leonard & Melkiory C. Masatu, 2007. "Defining Access to Health Care: Evidence on the Importance of Quality and Distance in Rural Tanzania," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(2), pages 347-358.
    16. Rebecca Dizon-Ross & Pascaline Dupas & Jonathan Robinson, 2015. "Governance and the Effectiveness of Public Health Subsidies," NBER Working Papers 21324, National Bureau of Economic Research, Inc.
    17. Carolina Lopez & Anja Sautmann & Simone Schaner, 2018. "The Contribution of Patients and Providers to the Overuse of Prescription Drugs," NBER Working Papers 25284, National Bureau of Economic Research, Inc.
    18. Juan Pablo Atal & José Ignacio Cuesta & Felipe González & Cristóbal Otero, 2024. "The Economics of the Public Option: Evidence from Local Pharmaceutical Markets," American Economic Review, American Economic Association, vol. 114(3), pages 615-644, March.
    19. Alfredo Paloyo & Arndt Reichert, 2017. "Biting Back at Malaria: Assessing Health-service Providers' Compliance with Treatment Guidelines," Review of Development Economics, Wiley Blackwell, vol. 21(3), pages 591-626, August.
    20. Dizon-Ross, Rebecca & Dupas, Pascaline & Robinson, Jonathan, 2017. "Governance and the effectiveness of public health subsidies: Evidence from Ghana, Kenya and Uganda," Journal of Public Economics, Elsevier, vol. 156(C), pages 150-169.

    More about this item

    Keywords

    Stockout; Malaria; Public health sector; Private health sector; Health inequality;
    All these keywords.

    JEL classification:

    • O17 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Formal and Informal Sectors; Shadow Economy; Institutional Arrangements
    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development
    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jhecon:v:81:y:2022:i:c:s0167629621001296. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/505560 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.