IDEAS home Printed from https://ideas.repec.org/a/pal/gpprii/v50y2025i2d10.1057_s41288-024-00333-0.html
   My bibliography  Save this article

The effects of selection and moral hazard in additional health insurance in a universal healthcare system: evidence from Taiwan

Author

Listed:
  • Chaohsin Lin

    (National Kaohsiung University of Science and Technology)

  • Shuofen Hsu

    (National Kaohsiung University of Science and Technology)

Abstract

In this study, we investigate the effect of both voluntary private health insurance and compulsory social health insurance on the utilization of medical care services under Taiwan’s universal mandatory National Health Insurance scheme. Using data for all inpatient services rendered by a large tertiary medical center in Taiwan, we found evidence of advantageous selection into private health insurance. After controlling for this selection effect, we found substantial moral hazard in both voluntary and mandatory additional health insurance. We also found heterogeneity in the moral hazard effect, which varied depending on the kind of medical care utilized and the kinds of insurance benefits available to patient. This hospital-based study suggests that it is unlikely that additional private health insurance would reduce government spending on healthcare for the patients at our medical center. It might in fact contribute to inequality in healthcare among our patients of different social economic backgrounds as well as have some fiscal spillover effect on the National Health Insurance program, if similar of studies of the other medical centers across Taiwan were to corroborate our findings.

Suggested Citation

  • Chaohsin Lin & Shuofen Hsu, 2025. "The effects of selection and moral hazard in additional health insurance in a universal healthcare system: evidence from Taiwan," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 50(2), pages 444-466, April.
  • Handle: RePEc:pal:gpprii:v:50:y:2025:i:2:d:10.1057_s41288-024-00333-0
    DOI: 10.1057/s41288-024-00333-0
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41288-024-00333-0
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1057/s41288-024-00333-0?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. James J. Heckman, 1976. "The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 475-492, National Bureau of Economic Research, Inc.
    2. Bolhaar, Jonneke & Lindeboom, Maarten & van der Klaauw, Bas, 2012. "A dynamic analysis of the demand for health insurance and health care," European Economic Review, Elsevier, vol. 56(4), pages 669-690.
    3. Jones, A., 2007. "Applied Econometrics for Health Economists: A Practical Guide," Monographs, Office of Health Economics, number 000262.
    4. Yan Zheng & Tomislav Vukina & Xiaoyong Zheng, 2021. "Risk aversion, moral hazard, and gender differences in health care utilization," The Geneva Risk and Insurance Review, Palgrave Macmillan;International Association for the Study of Insurance Economics (The Geneva Association), vol. 46(1), pages 35-60, March.
    5. Savage, Elizabeth & Wright, Donald J., 2003. "Moral hazard and adverse selection in Australian private hospitals: 1989-1990," Journal of Health Economics, Elsevier, vol. 22(3), pages 331-359, May.
    6. Erik Schokkaert & Tom Van Ourti & Diana De Graeve & Ann Lecluyse & Carine Van de Voorde, 2010. "Supplemental health insurance and equality of access in Belgium," Health Economics, John Wiley & Sons, Ltd., vol. 19(4), pages 377-395, April.
    7. Hanming Fang & Michael P. Keane & Dan Silverman, 2008. "Sources of Advantageous Selection: Evidence from the Medigap Insurance Market," Journal of Political Economy, University of Chicago Press, vol. 116(2), pages 303-350, April.
    8. Xiangping Liu & Danijel Nestic & Tomislav Vukina, 2012. "Estimating Adverse Selection And Moral Hazard Effects With Hospital Invoices Data In A Government‐Controlled Healthcare System," Health Economics, John Wiley & Sons, Ltd., vol. 21(8), pages 883-901, August.
    9. Ko, Hansoo, 2020. "Moral hazard effects of supplemental private health insurance in Korea," Social Science & Medicine, Elsevier, vol. 265(C).
    10. Powell, David & Goldman, Dana, 2021. "Disentangling moral hazard and adverse selection in private health insurance," Journal of Econometrics, Elsevier, vol. 222(1), pages 141-160.
    11. Thomas C. Buchmueller & Agnès Couffinhal & Michel Grignon & Marc Perronnin, 2004. "Access to physician services: does supplemental insurance matter? Evidence from France," Health Economics, John Wiley & Sons, Ltd., vol. 13(7), pages 669-687, July.
    12. Omar Paccagnella & Vincenzo Rebba & Guglielmo Weber, 2013. "VOLUNTARY PRIVATE HEALTH INSURANCE AMONG THE OVER 50s IN EUROPE," Health Economics, John Wiley & Sons, Ltd., vol. 22(3), pages 289-315, March.
    13. A. C. Cameron & P. K. Trivedi & Frank Milne & J. Piggott, 1988. "A Microeconometric Model of the Demand for Health Care and Health Insurance in Australia," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 55(1), pages 85-106.
    14. Heckman, James J, 1978. "Dummy Endogenous Variables in a Simultaneous Equation System," Econometrica, Econometric Society, vol. 46(4), pages 931-959, July.
    15. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    16. Andreas Million & Regina T. Riphahn & Achim Wambach, 2003. "Incentive effects in the demand for health care: a bivariate panel count data estimation," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(4), pages 387-405.
    17. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part I: Causal Models, Structural Models and Econometric Policy Evaluation," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 70, Elsevier.
    18. Pierre-Andre Chiappori & Bernard Salanie, 2000. "Testing for Asymmetric Information in Insurance Markets," Journal of Political Economy, University of Chicago Press, vol. 108(1), pages 56-78, February.
    19. Li, Chuhui & Poskitt, D.S. & Zhao, Xueyan, 2019. "The bivariate probit model, maximum likelihood estimation, pseudo true parameters and partial identification," Journal of Econometrics, Elsevier, vol. 209(1), pages 94-113.
    20. Michael Rothschild & Joseph Stiglitz, 1976. "Equilibrium in Competitive Insurance Markets: An Essay on the Economics of Imperfect Information," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 90(4), pages 629-649.
    21. Buchmueller, Thomas C. & Fiebig, Denzil G. & Jones, Glenn & Savage, Elizabeth, 2013. "Preference heterogeneity and selection in private health insurance: The case of Australia," Journal of Health Economics, Elsevier, vol. 32(5), pages 757-767.
    22. Wilde, Joachim, 2000. "Identification of multiple equation probit models with endogenous dummy regressors," Economics Letters, Elsevier, vol. 69(3), pages 309-312, December.
    23. Clifford Afoakwah & Joshua Byrnes & Paul Scuffham & Son Nghiem, 2023. "Testing for selection bias and moral hazard in private health insurance: Evidence from a mixed public‐private health system," Health Economics, John Wiley & Sons, Ltd., vol. 32(1), pages 3-24, January.
    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. Clifford Afoakwah & Joshua Byrnes & Paul Scuffham & Son Nghiem, 2023. "Testing for selection bias and moral hazard in private health insurance: Evidence from a mixed public‐private health system," Health Economics, John Wiley & Sons, Ltd., vol. 32(1), pages 3-24, January.
    2. Astrid Kiil, 2012. "Does employment-based private health insurance increase the use of covered health care services? A matching estimator approach," International Journal of Health Economics and Management, Springer, vol. 12(1), pages 1-38, March.
    3. Astrid Kiil & Jacob Nielsen Arendt, 2017. "The effect of complementary private health insurance on the use of health care services," International Journal of Health Economics and Management, Springer, vol. 17(1), pages 1-27, March.
    4. Zulkefli, Zurina & jones, Glenn, 2012. "Moral Hazard and the Impact of Private Health Insurance on the Utilisation of Health Care in Malaysia," Jurnal Ekonomi Malaysia, Faculty of Economics and Business, Universiti Kebangsaan Malaysia, vol. 46(2), pages 159-175.
    5. Jiang, Yawen & Ni, Weiyi, 2020. "Impact of supplementary private health insurance on hospitalization and physical examination in China," China Economic Review, Elsevier, vol. 63(C).
    6. Dardanoni, Valentino & Li Donni, Paolo, 2012. "Incentive and selection effects of Medigap insurance on inpatient care," Journal of Health Economics, Elsevier, vol. 31(3), pages 457-470.
    7. Aida Isabel Tavares & Inês Marques, 2021. "Multi-layer health insurance coverage, medical services use and health in a Universal National Health System, the case of Portugal," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 22(1), pages 141-153, February.
    8. Bolhaar, Jonneke & Lindeboom, Maarten & van der Klaauw, Bas, 2012. "A dynamic analysis of the demand for health insurance and health care," European Economic Review, Elsevier, vol. 56(4), pages 669-690.
    9. repec:spo:wpmain:info:hdl:2441/3018m4nhj18vvr47bolsnnqeqs is not listed on IDEAS
    10. repec:hal:spmain:info:hdl:2441/3018m4nhj18vvr47bolsnnqeqs is not listed on IDEAS
    11. Kiil, Astrid, 2012. "What characterises the privately insured in universal health care systems? A review of the empirical evidence," Health Policy, Elsevier, vol. 106(1), pages 60-75.
    12. Capatina, Elena, 2020. "Selection in employer sponsored health insurance," Journal of Health Economics, Elsevier, vol. 71(C).
    13. Denise Doiron & Glenn Jones & Elizabeth Savage, 2008. "Healthy, wealthy and insured? The role of self‐assessed health in the demand for private health insurance," Health Economics, John Wiley & Sons, Ltd., vol. 17(3), pages 317-334, March.
    14. Renate Lange & Jörg Schiller & Petra Steinorth, 2017. "Demand and Selection Effects in Supplemental Health Insurance in Germany," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 42(1), pages 5-30, January.
    15. Ko, Hansoo, 2020. "Moral hazard effects of supplemental private health insurance in Korea," Social Science & Medicine, Elsevier, vol. 265(C).
    16. Jan Michael Bauer & Jörg Schiller & Christopher Schreckenberger, 2020. "Heterogeneous selection in the market for private supplemental dental insurance: evidence from Germany," Empirical Economics, Springer, vol. 59(1), pages 205-231, July.
    17. Karlsson, Martin & Klohn, Florian & Rickayzen, Ben, 2018. "The role of heterogeneous parameters for the detection of selection in insurance contracts," Insurance: Mathematics and Economics, Elsevier, vol. 83(C), pages 110-121.
    18. Léa Toulemon, 2016. "Job quality, health insurance and the price of medical products : essays in applied economics [Qualité de l'emploi, assurance santé et prix des médicaments à l'hôpital : essais en économie appliqué," SciencePo Working papers Main tel-03455279, HAL.
    19. Omar Paccagnella & Vincenzo Rebba & Guglielmo Weber, 2013. "VOLUNTARY PRIVATE HEALTH INSURANCE AMONG THE OVER 50s IN EUROPE," Health Economics, John Wiley & Sons, Ltd., vol. 22(3), pages 289-315, March.
    20. Léa Toulemon, 2016. "Job quality, Health Insurance and the Price of Medical Products: Essays in Applied Economics," Sciences Po publications info:hdl:2441/3018m4nhj18, Sciences Po.
    21. Sebastian Panthöfer, 2016. "Risk Selection under Public Health Insurance with Opt‐Out," Health Economics, John Wiley & Sons, Ltd., vol. 25(9), pages 1163-1181, September.
    22. Daniele Fabbri & Chiara Monfardini, 2016. "Opt Out or Top Up? Voluntary Health Care Insurance and the Public vs. Private Substitution," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 78(1), pages 75-93, February.

    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:pal:gpprii:v:50:y:2025:i:2:d:10.1057_s41288-024-00333-0. 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.palgrave-journals.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.