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Published in: BMC Health Services Research 1/2016

Open Access 01-12-2016 | Research article

The choice and preference for public-private health care among urban residents in China: evidence from a discrete choice experiment

Authors: Chengxiang Tang, Judy Xu, Meng Zhang

Published in: BMC Health Services Research | Issue 1/2016

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Abstract

Background

Public health care dominated the services provision in China before 1980s. However, the number of private health care providers in China has been increasing since then. The growth of private hospitals escalated after a market-oriented reform was implemented in 2001. Through an experimental approach, this study aims to a better understanding of the dynamic change in preference of health care utilisation among the residents in urban China.

Methods

Based on a discrete choice experiment (DCE) from a random sample of respondents in urban China, the study evaluated preference over health care attributes affecting individuals’ choice for the utilisation of hospital health care. The marginal willingness-to-pay for five health care attributes was estimated, including public/private provision of health care, by analysing mixed logit and latent class models.

Results

The results indicated a significantly negative marginal willingness-to-pay for private health care, which was interpreted as representing people’s previous interactions with the health care system. The latent class model further suggested preference heterogeneity across our sample. We found that Hukou type, a typical indicator of socioeconomic background, was significantly related to respondents’ preference for health care utilisation. Permanent urban residents (urban Hukou) valued private health care less; in contrast rural migrants (rural Hukou) were more likely to be indifferent between public/private provision.

Conclusion

Urban residents in China showed a high disposition to obtain health care from the public providers of health care. Our results have implications in the context of the Chinese government attempts to expand the private health care sector in the short term. Policy makers need to consider residents’ preference for health care in health policy development as the preference can only change in the long term.
Appendix
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Footnotes
1
Information bias refers to respondents may not be aware of all alternatives in a choice set, or may make associations with other alternatives that are not included. Non-trader bias refers to respondents did not make trade-off between the values of alternatives. Strategic bias refers to respondents uses a heuristic way in choice decisions in which they did not compare all presented alternatives in a choice set simultaneously.
 
2
(nta)/c > =500, where n is the number of respondents, t is the number of tasks, a is number of alternatives per task (not including the none alternative), and c is equal to the largest number of levels for any one attribute.
 
3
CL model allows full covariance among alternatives using a joint normal distribution, in which it assumes that respondents have the same preferences (or that their preferences depend on observable characteristics). MXL model overcomes these limitations by allowing the coefficients in the model to vary across decision makers. Alternatively, the coefficients may be discrete, which leads to the LCM.
 
4
We interpret coefficients as the impact of the attribute’s difference between alternative 1 and alternative 2 on the probability of choosing one over the other. The positive (negative) sign of coefficients reflects whether the attribute level increased (decreased) the likelihood of the alternative to be chosen.
 
Literature
1.
go back to reference Zhu Y. Annual Report on China’s Private Hospitals Development (2013). Beijing: Social Sciences Academic Press; 2013. Zhu Y. Annual Report on China’s Private Hospitals Development (2013). Beijing: Social Sciences Academic Press; 2013.
2.
go back to reference Lim M, Yang H, Zhang T, Feng W, Zhou Z. Public Perceptions of Private Health Care in Socialist China. Health Aff. 2004;23:222–34.CrossRef Lim M, Yang H, Zhang T, Feng W, Zhou Z. Public Perceptions of Private Health Care in Socialist China. Health Aff. 2004;23:222–34.CrossRef
3.
go back to reference Tang C, Zhang Y, Chen L, Lin Y. The growth of private hospitals and their health workforce in China: a comparison with public hospitals. Health Policy Plann. 2014;29:30–41.CrossRef Tang C, Zhang Y, Chen L, Lin Y. The growth of private hospitals and their health workforce in China: a comparison with public hospitals. Health Policy Plann. 2014;29:30–41.CrossRef
4.
go back to reference Qian D, Lucas H, Chen J, Xu L, Zhang Y. Determinants of the use of different types of health care provider in urban China: A tracer illness study of URTI. Health Policy. 2010;98:227–35.CrossRefPubMed Qian D, Lucas H, Chen J, Xu L, Zhang Y. Determinants of the use of different types of health care provider in urban China: A tracer illness study of URTI. Health Policy. 2010;98:227–35.CrossRefPubMed
5.
go back to reference Habtom GK, Ruys P. The choice of a health care provider in Eritrea. Health Policy. 2007;80:202–17.CrossRefPubMed Habtom GK, Ruys P. The choice of a health care provider in Eritrea. Health Policy. 2007;80:202–17.CrossRefPubMed
6.
go back to reference Sahn DE, Younger SD, Genicot G. The demand for health care services in rural Tanzania. Oxford B Econ Stat. 2003;65:241–60.CrossRef Sahn DE, Younger SD, Genicot G. The demand for health care services in rural Tanzania. Oxford B Econ Stat. 2003;65:241–60.CrossRef
7.
go back to reference Dow WH. Unconditional demand for curative health inputs: does selection on health status matter in the long run? New Haven: Economic Growth Center, Yale University; 1995. Dow WH. Unconditional demand for curative health inputs: does selection on health status matter in the long run? New Haven: Economic Growth Center, Yale University; 1995.
8.
go back to reference Chernew M, Scanlon D, Hayward R. Insurance type and choice of hospital for coronary artery bypass graft surgery. Health Serv Res. 1998;33:447.PubMedPubMedCentral Chernew M, Scanlon D, Hayward R. Insurance type and choice of hospital for coronary artery bypass graft surgery. Health Serv Res. 1998;33:447.PubMedPubMedCentral
9.
go back to reference Hirth RA, Banaszak-Holl JC, Fries BE, Turenne MN. Does quality influence consumer choice of nursing homes? Evidence from nursing home to nursing home transfers. Inquiry. 2003;40:343–61.PubMed Hirth RA, Banaszak-Holl JC, Fries BE, Turenne MN. Does quality influence consumer choice of nursing homes? Evidence from nursing home to nursing home transfers. Inquiry. 2003;40:343–61.PubMed
10.
go back to reference Orr D, Sidiki SS, McGhee CN. Factors that influence patient choice of an excimer laser treatment center. J Cataract Refract Surg. 1998;24:335–40.CrossRefPubMed Orr D, Sidiki SS, McGhee CN. Factors that influence patient choice of an excimer laser treatment center. J Cataract Refract Surg. 1998;24:335–40.CrossRefPubMed
11.
go back to reference Li L, Zhang L, Zhu Y, Ma Q, Li T. Influence factor analysis and countermeasure study of the potential medical demand of Chinese residents. Chin Health Econ. 2006;25:36–9. Li L, Zhang L, Zhu Y, Ma Q, Li T. Influence factor analysis and countermeasure study of the potential medical demand of Chinese residents. Chin Health Econ. 2006;25:36–9.
12.
go back to reference Yang X, Xu L, Sun Y. Research on the influencing factors which affected the residents’ choice of care provider in Dongying City. Chin Health Econ. 2005;8:16. Yang X, Xu L, Sun Y. Research on the influencing factors which affected the residents’ choice of care provider in Dongying City. Chin Health Econ. 2005;8:16.
13.
go back to reference Qian D, Yin A, Meng Q. The analysis of the affecting factors on choice of health care providers by rural inpatients in Gansu Province. Chin Health Econ. 2008;1:20. Qian D, Yin A, Meng Q. The analysis of the affecting factors on choice of health care providers by rural inpatients in Gansu Province. Chin Health Econ. 2008;1:20.
14.
go back to reference Ronis DL, Yates JF, Kirscht JP. Attitude Struct Funct. Hove: Psychology Press; 1989. p. 213–39. Ronis DL, Yates JF, Kirscht JP. Attitude Struct Funct. Hove: Psychology Press; 1989. p. 213–39.
15.
go back to reference Hulka BS, Wheat JR. Patterns of utilization: the patient perspective. Med Care. 1985;23(5):438–60. Hulka BS, Wheat JR. Patterns of utilization: the patient perspective. Med Care. 1985;23(5):438–60.
16.
go back to reference Wen M, Browning CR, Cagney KA. Poverty, affluence, and income inequality: neighborhood economic structure and its implications for health. Soc Sci Med. 2003;57:843–60.CrossRefPubMed Wen M, Browning CR, Cagney KA. Poverty, affluence, and income inequality: neighborhood economic structure and its implications for health. Soc Sci Med. 2003;57:843–60.CrossRefPubMed
18.
go back to reference Mou J, Cheng J, Zhang D, Jiang H, Lin L, Griffiths S. Health care utilisation amongst Shenzhen migrant workers: does being insured make a difference? BMC Health Serv Res. 2009;9:214.CrossRefPubMedPubMedCentral Mou J, Cheng J, Zhang D, Jiang H, Lin L, Griffiths S. Health care utilisation amongst Shenzhen migrant workers: does being insured make a difference? BMC Health Serv Res. 2009;9:214.CrossRefPubMedPubMedCentral
19.
go back to reference Hanson K, McPake B, Nakamba P, Archard L. Preferences for hospital quality in Zambia: results from a discrete choice experiment. Health Econ. 2005;14:687–701.CrossRefPubMed Hanson K, McPake B, Nakamba P, Archard L. Preferences for hospital quality in Zambia: results from a discrete choice experiment. Health Econ. 2005;14:687–701.CrossRefPubMed
20.
go back to reference Lu Y. Household Registration System: Control and Social Differences. Beijing: Shangwu Publishing; 2003. Lu Y. Household Registration System: Control and Social Differences. Beijing: Shangwu Publishing; 2003.
21.
go back to reference Alexander P, Chan A. Does China have an apartheid pass system? J Ethnic Migr Stud. 2004;30:609–29.CrossRef Alexander P, Chan A. Does China have an apartheid pass system? J Ethnic Migr Stud. 2004;30:609–29.CrossRef
22.
go back to reference Goodburn C. Rural-Urban migration and gender disparities in child healthcare in China and India. Dev Change. 2014;45:631–55.CrossRef Goodburn C. Rural-Urban migration and gender disparities in child healthcare in China and India. Dev Change. 2014;45:631–55.CrossRef
25.
go back to reference Hensher DA, Rose JM, Greene WH. Applied choice analysis: a primer. Cambridge: Cambridge University Press; 2005. Hensher DA, Rose JM, Greene WH. Applied choice analysis: a primer. Cambridge: Cambridge University Press; 2005.
26.
go back to reference Lancsar E, Louviere J. Conducting discrete choice experiments to inform healthcare decision making. Pharmacoeconomics. 2008;26:661–77.CrossRefPubMed Lancsar E, Louviere J. Conducting discrete choice experiments to inform healthcare decision making. Pharmacoeconomics. 2008;26:661–77.CrossRefPubMed
27.
go back to reference Louviere JJ, Hensher DA, Swait JD. Stated choice methods: analysis and applications. Cambridge: Cambridge University Press; 2000. Louviere JJ, Hensher DA, Swait JD. Stated choice methods: analysis and applications. Cambridge: Cambridge University Press; 2000.
28.
go back to reference Ryan M, Gerard K, Amaya-Amaya M. Using discrete choice experiments to value health and health care. Berlin: Springer; 2007. Ryan M, Gerard K, Amaya-Amaya M. Using discrete choice experiments to value health and health care. Berlin: Springer; 2007.
29.
go back to reference de Bekker-Grob EW, Ryan M, Gerard K. Discrete choice experiments in health economics: a review of the literature. Health Econ. 2012;21:145–72.CrossRefPubMed de Bekker-Grob EW, Ryan M, Gerard K. Discrete choice experiments in health economics: a review of the literature. Health Econ. 2012;21:145–72.CrossRefPubMed
30.
go back to reference Coast J, Al-Janabi H, Sutton EJ, Horrocks SA, Vosper AJ, Swancutt DR, et al. Using qualitative methods for attribute development for discrete choice experiments: issues and recommendations. Health Econ. 2012;21:730–41.CrossRefPubMed Coast J, Al-Janabi H, Sutton EJ, Horrocks SA, Vosper AJ, Swancutt DR, et al. Using qualitative methods for attribute development for discrete choice experiments: issues and recommendations. Health Econ. 2012;21:730–41.CrossRefPubMed
31.
go back to reference Hole AR. Modelling heterogeneity in patients’ preferences for the attributes of a general practitioner appointment. J Health Econ. 2008;27:1078–94.CrossRefPubMed Hole AR. Modelling heterogeneity in patients’ preferences for the attributes of a general practitioner appointment. J Health Econ. 2008;27:1078–94.CrossRefPubMed
32.
go back to reference Kiiskinen U, Suominen-Taipale AL, Cairns J. Think twice before you book? Modelling the choice of public vs private dentist in a choice experiment. Health Econ. 2010;19:670–82.CrossRefPubMed Kiiskinen U, Suominen-Taipale AL, Cairns J. Think twice before you book? Modelling the choice of public vs private dentist in a choice experiment. Health Econ. 2010;19:670–82.CrossRefPubMed
33.
go back to reference Shi Y. Quantitative analysis of outpatients’ waiting time in general hospitals. Chin J Hospital Stat. 2008;15:261–3. Shi Y. Quantitative analysis of outpatients’ waiting time in general hospitals. Chin J Hospital Stat. 2008;15:261–3.
34.
go back to reference Louviere JJ. Analyzing decision making: Metric conjoint analysis. Newbury Park: Sage; 1988. Louviere JJ. Analyzing decision making: Metric conjoint analysis. Newbury Park: Sage; 1988.
35.
go back to reference Amaya-Amaya M, Gerard K, Ryan M. Discrete choice experiments in a nutshell. In: Ryan M, Gerard K, Amaya-Amaya M, editors. Using Discrete Choice Experiments to Value Health and Health Care. Netherlands: Springer; 2008. p. 13–46. Amaya-Amaya M, Gerard K, Ryan M. Discrete choice experiments in a nutshell. In: Ryan M, Gerard K, Amaya-Amaya M, editors. Using Discrete Choice Experiments to Value Health and Health Care. Netherlands: Springer; 2008. p. 13–46.
36.
go back to reference Scott A, Witt J. Comparing forced and unforced choices in a choice experiment: the role of reference dependent preferences. 2014. Scott A, Witt J. Comparing forced and unforced choices in a choice experiment: the role of reference dependent preferences. 2014.
37.
go back to reference McCollum R, Chen L, ChenXiang T, Liu X, Starfield B, Jinhuan Z, et al. Experiences with primary healthcare in Fuzhou, urban China, in the context of health sector reform: a mixed methods study. Int J Health Plann Manage. 2014;29:e107–26.CrossRefPubMed McCollum R, Chen L, ChenXiang T, Liu X, Starfield B, Jinhuan Z, et al. Experiences with primary healthcare in Fuzhou, urban China, in the context of health sector reform: a mixed methods study. Int J Health Plann Manage. 2014;29:e107–26.CrossRefPubMed
39.
go back to reference Orme B. Sample Size Issues for Conjoint Analysis Studies, CVA, ver 2.0, A full-profile conjoint system. Sequim, Washingto, USA. 1998. [Online] Available at: www.sawtoothsoftware.com. Accessed 10 Apr 2014. Orme B. Sample Size Issues for Conjoint Analysis Studies, CVA, ver 2.0, A full-profile conjoint system. Sequim, Washingto, USA. 1998. [Online] Available at: www.​sawtoothsoftware​.​com. Accessed 10 Apr 2014.
40.
go back to reference McFadden D. Conditional Logit Analysis of Qualitative Choice Behavior. Berkeley: Institute of Urban and Regional Development, University of California; 1973. McFadden D. Conditional Logit Analysis of Qualitative Choice Behavior. Berkeley: Institute of Urban and Regional Development, University of California; 1973.
41.
go back to reference Hanemann WM. Welfare evaluations in contingent valuation experiments with discrete responses. Am J Agr Econ. 1984;66:332–41.CrossRef Hanemann WM. Welfare evaluations in contingent valuation experiments with discrete responses. Am J Agr Econ. 1984;66:332–41.CrossRef
42.
go back to reference National Bureau of Statistics of China. The 2010 Population Census of People’s Republic of China. Beijing: China Statistics Press; 2011. National Bureau of Statistics of China. The 2010 Population Census of People’s Republic of China. Beijing: China Statistics Press; 2011.
43.
go back to reference Li X, Stanton B, Fang X, Lin D. Social stigma and mental health among rural-to-urban migrants in China: A conceptual framework and future research needs. World Health Popul. 2006;8:14.CrossRefPubMedPubMedCentral Li X, Stanton B, Fang X, Lin D. Social stigma and mental health among rural-to-urban migrants in China: A conceptual framework and future research needs. World Health Popul. 2006;8:14.CrossRefPubMedPubMedCentral
44.
go back to reference Boxall P, Adamowicz W. Understanding heterogeneous preferences in random utility models: a latent class approach. Environ Resour Econ. 2002;23:421–46.CrossRef Boxall P, Adamowicz W. Understanding heterogeneous preferences in random utility models: a latent class approach. Environ Resour Econ. 2002;23:421–46.CrossRef
45.
go back to reference Ben-Akiva M, Swait J. The Akaike likelihood ratio index. Transport Sci. 1986;20:133–6.CrossRef Ben-Akiva M, Swait J. The Akaike likelihood ratio index. Transport Sci. 1986;20:133–6.CrossRef
46.
go back to reference Gelo D, Koch SF. Does one size fit all? Heterogeneity in the valuation of community forestry programs. Ecol Econ. 2012;74:85–94.CrossRef Gelo D, Koch SF. Does one size fit all? Heterogeneity in the valuation of community forestry programs. Ecol Econ. 2012;74:85–94.CrossRef
47.
go back to reference Birol E, Asare-Marfo D, Karandikar B, Roy D. A latent class approach to investigating farmer demand for biofortified staple food crops in developing countries: The case of high-iron pearl millet in Maharashtra, India. Washington (DC): International Food Policy Research Institute (IFPRI), Department/Division; 2011. Birol E, Asare-Marfo D, Karandikar B, Roy D. A latent class approach to investigating farmer demand for biofortified staple food crops in developing countries: The case of high-iron pearl millet in Maharashtra, India. Washington (DC): International Food Policy Research Institute (IFPRI), Department/Division; 2011.
48.
go back to reference Scott A. Identifying and analysing dominant preferences in discrete choice experiments: An application in health care. J Econ Psychol. 2002;23:383–98.CrossRef Scott A. Identifying and analysing dominant preferences in discrete choice experiments: An application in health care. J Econ Psychol. 2002;23:383–98.CrossRef
49.
go back to reference Celik Y, Hotchkiss DR. The socio-economic determinants of maternal health care utilization in Turkey. Soc Sci Med. 2000;50:1797–806.CrossRefPubMed Celik Y, Hotchkiss DR. The socio-economic determinants of maternal health care utilization in Turkey. Soc Sci Med. 2000;50:1797–806.CrossRefPubMed
50.
go back to reference Wiseman V, Scott A, Conteh L, McElroy B, Stevens W. Determinants of provider choice for malaria treatment: Experiences from The Gambia. Soc Sci Med. 2008;67:487–96.CrossRefPubMed Wiseman V, Scott A, Conteh L, McElroy B, Stevens W. Determinants of provider choice for malaria treatment: Experiences from The Gambia. Soc Sci Med. 2008;67:487–96.CrossRefPubMed
51.
go back to reference Burge P, Devlin N, Appleby J, Rohr C, Grant J. Do patients always prefer quicker treatment? Appl Health Econ Health Policy. 2004;3:183–94.CrossRefPubMed Burge P, Devlin N, Appleby J, Rohr C, Grant J. Do patients always prefer quicker treatment? Appl Health Econ Health Policy. 2004;3:183–94.CrossRefPubMed
52.
go back to reference Tang C. Differences in Length of Stay and Medical Cost between Public and Private Hospitals in China. 2014. Tang C. Differences in Length of Stay and Medical Cost between Public and Private Hospitals in China. 2014.
Metadata
Title
The choice and preference for public-private health care among urban residents in China: evidence from a discrete choice experiment
Authors
Chengxiang Tang
Judy Xu
Meng Zhang
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2016
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/s12913-016-1829-0

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