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Hospital efficiency and equity in health care delivery: A study based in China

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  • Gao, Qiuming
  • Wang, Derek

Abstract

Hospital efficiency and equity in health care delivery are two enduring research topics. Yet little research has been done to examine the relationship between them. This paper studies the impact of hospital efficiency on equity in health care delivery based on a proprietary dataset of hospital characteristics and 630,000 inpatient records from 149 public hospitals in a representative Chinese city. To measure the hospitals' efficiencies, this study takes the hospitals' operational features and case-mix indexes into account, and computes the efficiency levels using data envelopment analysis with bootstrapping. Through regressions that control for a variety of the patients’ personal characteristics (e.g., age, disease, residence, hospital visit frequency), this study shows that the gap between hospitalization expenses of urban and rural inpatients in more efficient hospitals is smaller than those in less efficient hospitals. Thus efficiency enhances equity in expenditure between urban and rural patients. But the dwindling urban-rural gap in expenditure is achieved by raising the spending of rural patients, thereby undermining their access to health care. This pattern is more conspicuous in large and sophisticated high-tier hospitals. Further analysis shows that hospital efficiency impacts equity of health care delivery by inducing different lengths of stay and uncovered parts of total expenditure for urban and rural groups. The findings imply that an efficiency-oriented health care policy may lead to social benefit loss.

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  • Gao, Qiuming & Wang, Derek, 2021. "Hospital efficiency and equity in health care delivery: A study based in China," Socio-Economic Planning Sciences, Elsevier, vol. 76(C).
  • Handle: RePEc:eee:soceps:v:76:y:2021:i:c:s0038012120308016
    DOI: 10.1016/j.seps.2020.100964
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    as
    1. Daniel M. Walker, 2018. "Does participation in health information exchange improve hospital efficiency?," Health Care Management Science, Springer, vol. 21(3), pages 426-438, September.
    2. Lukas Kwietniewski & Jonas Schreyögg, 2018. "Profit efficiency of physician practices: a stochastic frontier approach using panel data," Health Care Management Science, Springer, vol. 21(1), pages 76-86, March.
    3. Mustafa Jahangoshai Rezaee & Abuzar Karimdadi & Hamidreza Izadbakhsh, 2019. "Road map for progress and attractiveness of Iranian hospitals by integrating self-organizing map and context-dependent DEA," Health Care Management Science, Springer, vol. 22(3), pages 410-436, September.
    4. Aviva Aron-Dine & Liran Einav & Amy Finkelstein, 2013. "The RAND Health Insurance Experiment, Three Decades Later," Journal of Economic Perspectives, American Economic Association, vol. 27(1), pages 197-222, Winter.
    5. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    6. Wagstaff, Adam & Lindelow, Magnus & Jun, Gao & Ling, Xu & Juncheng, Qian, 2009. "Extending health insurance to the rural population: An impact evaluation of China's new cooperative medical scheme," Journal of Health Economics, Elsevier, vol. 28(1), pages 1-19, January.
    7. Yip, Winnie C., 1998. "Physician response to Medicare fee reductions: changes in the volume of coronary artery bypass graft (CABG) surgeries in the Medicare and private sectors," Journal of Health Economics, Elsevier, vol. 17(6), pages 675-699, December.
    8. Schmalensee, Richard, 1989. "Inter-industry studies of structure and performance," Handbook of Industrial Organization, in: R. Schmalensee & R. Willig (ed.), Handbook of Industrial Organization, edition 1, volume 2, chapter 16, pages 951-1009, Elsevier.
    9. Annika Herr & Hendrik Schmitz & Boris Augurzky, 2011. "Profit efficiency and ownership of German hospitals," Health Economics, John Wiley & Sons, Ltd., vol. 20(6), pages 660-674, June.
    10. O'Neill, Liam & Rauner, Marion & Heidenberger, Kurt & Kraus, Markus, 2008. "A cross-national comparison and taxonomy of DEA-based hospital efficiency studies," Socio-Economic Planning Sciences, Elsevier, vol. 42(3), pages 158-189, September.
    11. Pınar Kaya Samut & Reyhan Cafrı, 2016. "Analysis of the Efficiency Determinants of Health Systems in OECD Countries by DEA and Panel Tobit," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 129(1), pages 113-132, October.
    12. 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.
    13. Victor R. Fuchs, 2018. "The Supply of Surgeons and the Demand for Operations," World Scientific Book Chapters, in: Health Economics and Policy Selected Writings by Victor Fuchs, chapter 16, pages 171-192, World Scientific Publishing Co. Pte. Ltd..
    14. Goddard, Maria & Smith, Peter, 2001. "Equity of access to health care services: : Theory and evidence from the UK," Social Science & Medicine, Elsevier, vol. 53(9), pages 1149-1162, November.
    15. Thomas G. McGuire & Mark V. Pauly, 1991. "Physician Response to Fee Changes with Multiple Payers," Papers 0015, Boston University - Industry Studies Programme.
    16. Zweifel, Peter & Manning, Willard G., 2000. "Moral hazard and consumer incentives in health care," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 8, pages 409-459, Elsevier.
    17. Yongjun Li & Xiyang Lei & Alec Morton, 2019. "Performance evaluation of nonhomogeneous hospitals: the case of Hong Kong hospitals," Health Care Management Science, Springer, vol. 22(2), pages 215-228, June.
    18. Farley, Pamela J., 1986. "Theories of the price and quantity of physician services : A synthesis and critique," Journal of Health Economics, Elsevier, vol. 5(4), pages 315-333, December.
    19. Dor, Avi & Farley, Dean E., 1996. "Payment source and the cost of hospital care: Evidence from a multiproduct cost function with multiple payers," Journal of Health Economics, Elsevier, vol. 15(1), pages 1-21, February.
    20. Deng, Zhongqi & Jiang, Nan & Pang, Ruizhi, 2021. "Factor-analysis-based directional distance function: The case of New Zealand hospitals," Omega, Elsevier, vol. 98(C).
    21. Sebastian Kohl & Jan Schoenfelder & Andreas Fügener & Jens O. Brunner, 2019. "The use of Data Envelopment Analysis (DEA) in healthcare with a focus on hospitals," Health Care Management Science, Springer, vol. 22(2), pages 245-286, June.
    22. 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.
    23. J Harris & H Ozgen & Y Ozcan, 2000. "Do mergers enhance the performance of hospital efficiency?," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 51(7), pages 801-811, July.
    24. Chowdhury, Hedayet & Zelenyuk, Valentin, 2016. "Performance of hospital services in Ontario: DEA with truncated regression approach," Omega, Elsevier, vol. 63(C), pages 111-122.
    25. Peyrache, Antonio & Rose, Christiern & Sicilia, Gabriela, 2020. "Variable selection in Data Envelopment Analysis," European Journal of Operational Research, Elsevier, vol. 282(2), pages 644-659.
    26. Bayram Şahin & Gülnur İlgün, 2019. "Assessment of the impact of public hospital associations (PHAs) on the efficiency of hospitals under the ministry of health in Turkey with data envelopment analysis," Health Care Management Science, Springer, vol. 22(3), pages 437-446, September.
    27. van Doorslaer, Eddy & Wagstaff, Adam, 1992. "Equity in the delivery of health care: some international comparisons," Journal of Health Economics, Elsevier, vol. 11(4), pages 389-411, December.
    28. Xiaoyan Lei & Wanchuan Lin, 2009. "The New Cooperative Medical Scheme in rural China: does more coverage mean more service and better health?," Health Economics, John Wiley & Sons, Ltd., vol. 18(S2), pages 25-46, July.
    29. Ferreira, D.C. & Marques, R.C., 2019. "Do quality and access to hospital services impact on their technical efficiency?," Omega, Elsevier, vol. 86(C), pages 218-236.
    30. Hao Zhang & Huimei Hu & Christina Wu & Hai Yu & Hengjin Dong, 2015. "Impact of China's Public Hospital Reform on Healthcare Expenditures and Utilization: A Case Study in ZJ Province," PLOS ONE, Public Library of Science, vol. 10(11), pages 1-19, November.
    31. Dyson, R. G. & Allen, R. & Camanho, A. S. & Podinovski, V. V. & Sarrico, C. S. & Shale, E. A., 2001. "Pitfalls and protocols in DEA," European Journal of Operational Research, Elsevier, vol. 132(2), pages 245-259, July.
    32. Wagstaff, Adam & van Doorslaer, Eddy, 1992. "Equity in the finance of health care: Some international comparisons," Journal of Health Economics, Elsevier, vol. 11(4), pages 361-387, December.
    33. Deneffe, Daniel & Masson, Robert T., 2002. "Erratum to "What do not-for-profit hospitals maximize?": [Internat. J. of Ind. Organization 20(4) (2002) 461-492]," International Journal of Industrial Organization, Elsevier, vol. 20(7), pages 1059-1059, September.
    34. Víctor Giménez & Jorge R. Keith & Diego Prior, 2019. "Do healthcare financing systems influence hospital efficiency? A metafrontier approach for the case of Mexico," Health Care Management Science, Springer, vol. 22(3), pages 549-559, September.
    35. Angeliki Flokou & Vassilis Aletras & Dimitris Niakas, 2017. "Decomposition of potential efficiency gains from hospital mergers in Greece," Health Care Management Science, Springer, vol. 20(4), pages 467-484, December.
    36. Grosskopf, S. & Valdmanis, V., 1987. "Measuring hospital performance : A non-parametric approach," Journal of Health Economics, Elsevier, vol. 6(2), pages 89-107, June.
    37. Varian, Hal R., 1989. "Price discrimination," Handbook of Industrial Organization, in: R. Schmalensee & R. Willig (ed.), Handbook of Industrial Organization, edition 1, volume 1, chapter 10, pages 597-654, Elsevier.
    38. Pengqian Fang & Ruirong Hu & Qiuxia Han, 2017. "Effects of healthcare reform on health resource allocation and service utilization in 1110 Chinese county hospitals: data from 2006 to 2012," International Journal of Health Planning and Management, Wiley Blackwell, vol. 32(4), pages 400-415, October.
    39. Nataraja, Niranjan R. & Johnson, Andrew L., 2011. "Guidelines for using variable selection techniques in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 215(3), pages 662-669, December.
    40. Winnie Yip & Karen Eggleston, 2001. "Provider payment reform in China: the case of hospital reimbursement in Hainan province," Health Economics, John Wiley & Sons, Ltd., vol. 10(4), pages 325-339, June.
    41. McGuire, Thomas G. & Pauly, Mark V., 1991. "Physician response to fee changes with multiple payers," Journal of Health Economics, Elsevier, vol. 10(4), pages 385-410.
    42. van Doorslaer, Eddy & Wagstaff, Adam & Bleichrodt, Han & Calonge, Samuel & Gerdtham, Ulf-G. & Gerfin, Michael & Geurts, Jose & Gross, Lorna & Hakkinen, Unto & Leu, Robert E., 1997. "Income-related inequalities in health: some international comparisons," Journal of Health Economics, Elsevier, vol. 16(1), pages 93-112, February.
    43. Morris, Stephen & Sutton, Matthew & Gravelle, Hugh, 2005. "Inequity and inequality in the use of health care in England: an empirical investigation," Social Science & Medicine, Elsevier, vol. 60(6), pages 1251-1266, March.
    44. Deneffe, Daniel & Masson, Robert T., 2002. "What do not-for-profit hospitals maximize?," International Journal of Industrial Organization, Elsevier, vol. 20(4), pages 461-492, April.
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