IDEAS home Printed from https://ideas.repec.org/a/kap/hcarem/v24y2021i1d10.1007_s10729-020-09541-1.html
   My bibliography  Save this article

Efficiency, quality, and management practices in health facilities providing outpatient HIV services in Kenya, Nigeria, Rwanda, South Africa and Zambia

Author

Listed:
  • Sandra G. Sosa-Rubí

    (National Institute of Public Health (INSP))

  • Sergio Bautista-Arredondo

    (National Institute of Public Health (INSP))

  • Carlos Chivardi-Moreno

    (National Institute of Public Health (INSP))

  • David Contreras-Loya

    (University of California, Berkeley)

  • Gina Hera-Fuentes

    (University of Newcastle)

  • Marjorie Opuni

    (Independent Consultant)

Abstract

Few studies have assessed the efficiency and quality of HIV services in low-resource settings or considered the factors that determine both performance dimensions. To provide insights on the performance of outpatient HIV prevention units, we used benchmarking methods to identify best-practices in terms of technical efficiency and process quality and uncover management practices with the potential to improve efficiency and quality. We used data collected in 338 facilities in Kenya, Nigeria, Rwanda, South Africa, and Zambia. Data envelopment analysis (DEA) was used to estimate technical efficiency. Process quality was estimated using data from medical vignettes. We mapped the relationship between efficiency and quality scores and studied the managerial determinants of best performance in terms of both efficiency and quality. We also explored the relationship between management factors and efficiency and quality independently. We found levels of both technical efficiency and process quality to be low, though there was substantial variation across countries. One third of facilities were mapped in the best-performing group with above-median efficiency and above-median quality. Several management practices were associated with best performance in terms of both efficiency and quality. When considering efficiency and quality independently, the patterns of associations between management practices and the two performance dimensions were not necessarily the same. One management characteristic was associated with best performance in terms of efficiency and quality and also positively associated with efficiency and quality independently: number of supervision visits to HIV units.

Suggested Citation

  • Sandra G. Sosa-Rubí & Sergio Bautista-Arredondo & Carlos Chivardi-Moreno & David Contreras-Loya & Gina Hera-Fuentes & Marjorie Opuni, 2021. "Efficiency, quality, and management practices in health facilities providing outpatient HIV services in Kenya, Nigeria, Rwanda, South Africa and Zambia," Health Care Management Science, Springer, vol. 24(1), pages 41-54, March.
  • Handle: RePEc:kap:hcarem:v:24:y:2021:i:1:d:10.1007_s10729-020-09541-1
    DOI: 10.1007/s10729-020-09541-1
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10729-020-09541-1
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10729-020-09541-1?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. Wagner, Janet M. & Shimshak, Daniel G. & Novak, Michael A., 2003. "Advances in physician profiling: the use of DEA," Socio-Economic Planning Sciences, Elsevier, vol. 37(2), pages 141-163, June.
    2. Margaret E. Kruk & Adanna Chukwuma & Godfrey Mbaruku & Hannah H. Leslie, 2017. "Variation in quality of primary-care services in Kenya, Malawi, Namibia, Rwanda, Senegal, Uganda and the United Republic of Tanzania," WIDER Working Paper Series wp-2017-139, World Institute for Development Economic Research (UNU-WIDER).
    3. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1351-1408.
    4. Iustin Nedelea & James Fannin, 2013. "Technical efficiency of Critical Access Hospitals: an application of the two-stage approach with double bootstrap," Health Care Management Science, Springer, vol. 16(1), pages 27-36, March.
    5. McConnell, K. John & Lindrooth, Richard C. & Wholey, Douglas R. & Maddox, Thomas M. & Bloom, Nicholas, 2013. "Management practices and the quality of care in cardiac units," LSE Research Online Documents on Economics 59336, London School of Economics and Political Science, LSE Library.
    6. K. John McConnell & Richard C. Lindrooth & Douglas R. Wholey & Thomas M. Maddox & Nick Bloom, 2016. "Modern Management Practices and Hospital Admissions," Health Economics, John Wiley & Sons, Ltd., vol. 25(4), pages 470-485, April.
    7. Robert Rosenman & Daniel Friesner, 2004. "Scope and scale inefficiencies in physician practices," Health Economics, John Wiley & Sons, Ltd., vol. 13(11), pages 1091-1116, November.
    8. Dunsch, Felipe A. & Evans, David K. & Eze-Ajoku, Ezinne & Macis, Mario, 2017. "Management, Supervision, and Health Care: A Field Experiment," IZA Discussion Papers 10967, Institute of Labor Economics (IZA).
    9. Kruk, M.E. & Prescott, M.R., 2012. "The role of health systems and policies in promoting safe delivery in low-and middle-income countries: A multilevel analysis," American Journal of Public Health, American Public Health Association, vol. 102(4), pages 645-650.
    10. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    11. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    12. H. David Sherman & Joe Zhu, 2006. "Service Productivity Management," Springer Books, Springer, number 978-0-387-33231-4, September.
    13. Wagstaff, Adam & Wang, L. Choon, 2011. "A hybrid approach to efficiency measurement with empirical illustrations from education and health," Policy Research Working Paper Series 5751, The World Bank.
    14. Gertler, Paul J & Waldman, Donald M, 1992. "Quality-Adjusted Cost Functions and Policy Evaluation in the Nursing Home Industry," Journal of Political Economy, University of Chicago Press, vol. 100(6), pages 1232-1256, December.
    15. Obure, Carol Dayo & Jacobs, Rowena & Guinness, Lorna & Mayhew, Susannah & Vassall, Anna, 2016. "Does integration of HIV and sexual and reproductive health services improve technical efficiency in Kenya and Swaziland? An application of a two-stage semi parametric approach incorporating quality me," Social Science & Medicine, Elsevier, vol. 151(C), pages 147-156.
    16. José Cordero Ferrera & Eva Cebada & Luis Murillo Zamorano, 2014. "The effect of quality and socio-demographic variables on efficiency measures in primary health care," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(3), pages 289-302, April.
    17. Anna Vassall & Michelle Remme & Charlotte Watts & Timothy Hallett & Mariana Siapka & Peter Vickerman & Fern Terris-Prestholt & Markus Haacker & Lori Heise & Andy Haines & Rifat Atun & Peter Piot, 2013. "Financing Essential HIV Services: A New Economic Agenda," PLOS Medicine, Public Library of Science, vol. 10(12), pages 1-6, December.
    18. Das, Jishnu & Hammer, Jeffrey, 2005. "Which doctor? Combining vignettes and item response to measure clinical competence," Journal of Development Economics, Elsevier, vol. 78(2), pages 348-383, December.
    19. Sergio Bautista-Arredondo & Gina La Hera-Fuentes & David Contreras-Loya & Ada Kwan & S Janae Van Buren & Ogbonna O Amanze & Akinyemi Atobatele & Adedayo Adeyemi & Emmanuel Abatta & Kayode M Ogungbemi , 2018. "Efficiency of HIV services in Nigeria: Determinants of unit cost variation of HIV counseling and testing and prevention of mother-to-child transmission interventions," PLOS ONE, Public Library of Science, vol. 13(9), pages 1-19, September.
    20. Felix Masiye & Chrispin Mphuka & Ali Emrouznejad, 2014. "Estimating the Efficiency of Healthcare Facilities Providing HIV/AIDS Treatment in Zambia: A Data Envelopment Approach," International Series in Operations Research & Management Science, in: Ali Emrouznejad & Emilyn Cabanda (ed.), Managing Service Productivity, edition 127, pages 55-65, Springer.
    21. H. Sherman & Joe Zhu, 2006. "Benchmarking with quality-adjusted DEA (Q-DEA) to seek lower-cost high-quality service: Evidence from a U.S.bank application," Annals of Operations Research, Springer, vol. 145(1), pages 301-319, July.
    22. Diewert, W E, 1980. "Capital and the Theory of Productivity Measurement," American Economic Review, American Economic Association, vol. 70(2), pages 260-267, May.
    Full references (including those not matched with items on IDEAS)

    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. Obure, Carol Dayo & Jacobs, Rowena & Guinness, Lorna & Mayhew, Susannah & Vassall, Anna, 2016. "Does integration of HIV and sexual and reproductive health services improve technical efficiency in Kenya and Swaziland? An application of a two-stage semi parametric approach incorporating quality me," Social Science & Medicine, Elsevier, vol. 151(C), pages 147-156.
    2. José Cordero Ferrera & Eva Cebada & Luis Murillo Zamorano, 2014. "The effect of quality and socio-demographic variables on efficiency measures in primary health care," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(3), pages 289-302, April.
    3. Silvia González-de-Julián & Isabel Barrachina-Martínez & David Vivas-Consuelo & Álvaro Bonet-Pla & Ruth Usó-Talamantes, 2021. "Data Envelopment Analysis Applications on Primary Health Care Using Exogenous Variables and Health Outcomes," Sustainability, MDPI, vol. 13(3), pages 1-17, January.
    4. Cordero, José Manuel & Alonso-Morán, Edurne & Nuño-Solinis, Roberto & Orueta, Juan F. & Arce, Regina Sauto, 2015. "Efficiency assessment of primary care providers: A conditional nonparametric approach," European Journal of Operational Research, Elsevier, vol. 240(1), pages 235-244.
    5. Matthias Staat, 2011. "Estimating the efficiency of general practitioners controlling for case mix and outlier effects," Empirical Economics, Springer, vol. 40(2), pages 321-342, April.
    6. Daraio, Cinzia & Simar, Leopold & Wilson, Paul, 2019. "Quality and its impact on efficiency," LIDAM Discussion Papers ISBA 2019004, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
    7. Arimoto, Yutaka & 有本, 寛 & Kurata, Masamitsu, 2017. "Adoption of Management Practices in the Public Sector of Bangladesh," Discussion Paper Series 654, Institute of Economic Research, Hitotsubashi University.
    8. Shimshak, Daniel G. & Lenard, Melanie L. & Klimberg, Ronald K., 2009. "Incorporating quality into data envelopment analysis of nursing home performance: A case study," Omega, Elsevier, vol. 37(3), pages 672-685, June.
    9. Salas-Velasco, Manuel, 2018. "Production efficiency measurement and its determinants across OECD countries: The role of business sophistication and innovation," Economic Analysis and Policy, Elsevier, vol. 57(C), pages 60-73.
    10. Oliver Tiemann & Jonas Schreyögg, 2012. "Changes in hospital efficiency after privatization," Health Care Management Science, Springer, vol. 15(4), pages 310-326, December.
    11. Cordero Ferrera, Jose Manuel & Alonso Morán, Edurne & Nuño Solís, Roberto & Orueta, Juan F. & Souto Arce, Regina, 2013. "Efficiency assessment of primary care providers: A conditional nonparametric approach," MPRA Paper 51926, University Library of Munich, Germany.
    12. Kankana Mukherjee & Rexford Santerre & Ning Jackie Zhang, 2010. "Explaining the efficiency of local health departments in the U.S.: an exploratory analysis," Health Care Management Science, Springer, vol. 13(4), pages 378-387, December.
    13. Tao Du, 2017. "Performance Measurement of Healthcare Service and Association Discussion between Quality and Efficiency: Evidence from 31 Provinces of Mainland China," Sustainability, MDPI, vol. 10(1), pages 1-19, December.
    14. Adam Pilny & Felix Roesel, 2020. "Are Doctors Better Health Ministers?," American Journal of Health Economics, University of Chicago Press, vol. 6(4), pages 498-532.
    15. Emek Basker & Randy A. Becker & Lucia Foster & T. Kirk White & Alice Zawacki, 2019. "Addressing Data Gaps: Four New Lines of Inquiry in the 2017 Economic Census," Working Papers 19-28, Center for Economic Studies, U.S. Census Bureau.
    16. Onder, O. & Cook, W. & Kristal, M., 2022. "Does quality help the financial viability of hospitals? A data envelopment analysis approach," Socio-Economic Planning Sciences, Elsevier, vol. 79(C).
    17. Olga Milliken & Rose Anne Devlin & Vicky Barham & William Hogg & Simone Dahrouge & Grant Russell, 2008. "Comparative Efficiency Assessment of Primary Care Models Using Data Envelopment Analysis," Working Papers 0802E, University of Ottawa, Department of Economics.
    18. Rita Bastião & Nuno de Sousa Pereira, 2020. "Performance in the Delivery of Primary Health Care Services: A Longitudinal Analysis," CEF.UP Working Papers 2002, Universidade do Porto, Faculdade de Economia do Porto.
    19. Olesen, Ole B. & Petersen, Niels Christian, 2016. "Stochastic Data Envelopment Analysis—A review," European Journal of Operational Research, Elsevier, vol. 251(1), pages 2-21.
    20. R. Amy Puenpatom & Robert Rosenman, 2006. "Efficiency of Thai provincial public hospitals after the introduction of National Health Insurance Program," Working Papers 2006-2, School of Economic Sciences, Washington State University.

    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:kap:hcarem:v:24:y:2021:i:1:d:10.1007_s10729-020-09541-1. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.