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Medical expenditure in urban China: a quantile regression analysis

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  • Jianmei Zhao
  • Hai Zhong

Abstract

Many countries have been trying to expand their public health insurance coverage in recent years. To achieve two fundamental policy goals—equity in health care utilization and control of health care costs—policymakers need a better understanding of the underlying determinants of individual health care expenditure beyond the results of mean regressions. In this paper, we apply a quantile regression method to investigate the heterogeneous effects of various determinants of medical expenditure in China. Comparing with the average effects, we find that health care expenditures at the upper end of the distribution are under stronger influences of need factors such as poor health status, and weaker influences of socioeconomic factors and insurance status. On the other hand, health care expenditures at the lower end of the distribution are under stronger influences of socioeconomic factors and insurance status, and weaker influences of need factors. Our study may provide useful information to policymakers for the optimal design of their health care systems, and it may be of particular interests to the health policymakers in China, where is currently still in a period of reshaping its health-care system. Copyright Springer Science+Business Media New York 2015

Suggested Citation

  • Jianmei Zhao & Hai Zhong, 2015. "Medical expenditure in urban China: a quantile regression analysis," International Journal of Health Economics and Management, Springer, vol. 15(4), pages 387-406, December.
    • Handle: RePEc:kap:ijhcfe:v:15:y:2015:i:4:p:387-406
    DOI: 10.1007/s10754-015-9174-0
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    References listed on IDEAS

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    1. Yip, Winnie & Hsiao, William C., 2009. "Non-evidence-based policy: How effective is China's new cooperative medical scheme in reducing medical impoverishment?," Social Science & Medicine, Elsevier, vol. 68(2), pages 201-209, January.
    2. Hai Zhong, 2011. "Effect of patient reimbursement method on health‐care utilization: evidence from China," Health Economics, John Wiley & Sons, Ltd., vol. 20(11), pages 1312-1329, November.
    3. Duan, Naihua, et al, 1984. "Choosing between the Sample-Selection Model and the Multi-part Model," Journal of Business & Economic Statistics, American Statistical Association, vol. 2(3), pages 283-289, July.
    4. Wagstaff, Adam & Lindelow, Magnus, 2008. "Can insurance increase financial risk?: The curious case of health insurance in China," Journal of Health Economics, Elsevier, vol. 27(4), pages 990-1005, July.
    5. Felder, Stefan, 2008. "To wait or to pay for medical treatment? Restraining ex-post moral hazard in health insurance," Journal of Health Economics, Elsevier, vol. 27(6), pages 1418-1422, December.
    6. Dhaval Dave & Robert Kaestner, 2009. "Health insurance and ex ante moral hazard: evidence from Medicare," International Journal of Health Economics and Management, Springer, vol. 9(4), pages 367-390, December.
    7. Kenkel, Don, 1990. "Consumer Health Information and the Demand for Medical Care," The Review of Economics and Statistics, MIT Press, vol. 72(4), pages 587-595, November.
    8. van Doorslaer, Eddy & Wagstaff, Adam & van der Burg, Hattem & Christiansen, Terkel & De Graeve, Diana & Duchesne, Inge & Gerdtham, Ulf-G & Gerfin, Michael & Geurts, Jose & Gross, Lorna, 2000. "Equity in the delivery of health care in Europe and the US," Journal of Health Economics, Elsevier, vol. 19(5), pages 553-583, September.
    9. Chiappori, Pierre-Andre & Durand, Franck & Geoffard, Pierre-Yves, 1998. "Moral hazard and the demand for physician services: First lessons from a French natural experiment," European Economic Review, Elsevier, vol. 42(3-5), pages 499-511, May.
    10. Hay, Joel W & Olsen, Randall J, 1984. "Let Them Eat Cake: A Note on Comparing Alternative Models of the Demand for Medical Care," Journal of Business & Economic Statistics, American Statistical Association, vol. 2(3), pages 279-282, July.
    11. Mocan, H. Naci & Tekin, Erdal & Zax, Jeffrey S., 2004. "The Demand for Medical Care in Urban China," World Development, Elsevier, vol. 32(2), pages 289-304, February.
    12. Duan, Naihua, et al, 1983. "A Comparison of Alternative Models for the Demand for Medical Care," Journal of Business & Economic Statistics, American Statistical Association, vol. 1(2), pages 115-126, April.
    13. 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.
    14. Amanda Kowalski, 2016. "Censored Quantile Instrumental Variable Estimates of the Price Elasticity of Expenditure on Medical Care," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(1), pages 107-117, January.
    15. Manning, Willard G, et al, 1987. "Health Insurance and the Demand for Medical Care: Evidence from a Randomized Experiment," American Economic Review, American Economic Association, vol. 77(3), pages 251-277, June.
    16. Blomqvist, Ake, 1997. "Optimal non-linear health insurance," Journal of Health Economics, Elsevier, vol. 16(3), pages 303-321, June.
    17. Leung, Siu Fai & Yu, Shihti, 1996. "On the choice between sample selection and two-part models," Journal of Econometrics, Elsevier, vol. 72(1-2), pages 197-229.
    18. Vera-Hernandez, Marcos, 2003. "Structural Estimation of a Principal-Agent Model: Moral Hazard in Medical Insurance," RAND Journal of Economics, The RAND Corporation, vol. 34(4), pages 670-693, Winter.
    19. Adam Wagstaff & Eddy van Doorslaer, 2000. "Measuring and Testing for Inequity in the Delivery of Health Care," Journal of Human Resources, University of Wisconsin Press, vol. 35(4), pages 716-733.
    20. Wanchuan Lin & Gordon G. Liu & Gang Chen, 2009. "The Urban Resident Basic Medical Insurance: a landmark reform towards universal coverage in China," Health Economics, John Wiley & Sons, Ltd., vol. 18(S2), pages 83-96, July.
    21. Hitiris, Theo & Posnett, John, 1992. "The determinants and effects of health expenditure in developed countries," Journal of Health Economics, Elsevier, vol. 11(2), pages 173-181, August.
    22. Eichner, Matthew J, 1998. "The Demand for Medical Care: What People Pay Does Matter," American Economic Review, American Economic Association, vol. 88(2), pages 117-121, May.
    23. Manning, Willard G. & Blumberg, Linda & Moulton, Lawrence H., 1995. "The demand for alcohol: The differential response to price," Journal of Health Economics, Elsevier, vol. 14(2), pages 123-148, June.
    24. Ellis, Randall P. & Manning, Willard G., 2007. "Optimal health insurance for prevention and treatment," Journal of Health Economics, Elsevier, vol. 26(6), pages 1128-1150, December.
    25. Duarte, Fabian, 2012. "Price elasticity of expenditure across health care services," Journal of Health Economics, Elsevier, vol. 31(6), pages 824-841.
    26. Zhongwei Zhao, 2006. "Income Inequality, Unequal Health Care Access, and Mortality in China," Population and Development Review, The Population Council, Inc., vol. 32(3), pages 461-483, September.
    27. Wedig, Gerard J., 1988. "Health status and the demand for health : Results on price elasticities," Journal of Health Economics, Elsevier, vol. 7(2), pages 151-163, June.
    28. Di Matteo, Livio & Di Matteo, Rosanna, 1998. "Evidence on the determinants of Canadian provincial government health expenditures: 1965-1991," Journal of Health Economics, Elsevier, vol. 17(2), pages 211-228, April.
    29. Liu, Gordon G. & Zhao, Zhongyun & Cai, Renhua & Yamada, Tetsuji & Yamada, Tadashi, 2002. "Equity in health care access to: assessing the urban health insurance reform in China," Social Science & Medicine, Elsevier, vol. 55(10), pages 1779-1794, November.
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    Cited by:

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    2. Juan Du & Shuhong Cui & Hong Gao, 2020. "Assessing Productivity Development of Public Hospitals: A Case Study of Shanghai, China," IJERPH, MDPI, vol. 17(18), pages 1-9, September.
    3. Anne Mason & Idaira Rodriguez Santana & María José Aragón & Nigel Rice & Martin Chalkley & Raphael Wittenberg & Jose-Luis Fernandez, 2019. "Drivers of health care expenditure: Final report," Working Papers 169cherp, Centre for Health Economics, University of York.

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    More about this item

    Keywords

    Medical expenditure; Two-part model; Quantile regression; China; I11; I18; H31;
    All these keywords.

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • H31 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Household

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