IDEAS home Printed from https://ideas.repec.org/p/swe/wpaper/2016-17.html
   My bibliography  Save this paper

Utilisation and Selection in an Ancillaries Health Insurance Market

Author

Listed:
  • Nathan Kettlewell

    (School of Economics, UNSW Business School, UNSW)

Abstract

I study two important aspects of the Australian private ancillaries health insurance (PAHI) market. First, I estimate the effect of PAHI on utilisation of various health services using instrumental variable methods to identify causal effects. Next I test for the presence and direction of selection effects by identifying variables not used in pricing that influence both the insurance and utilisation decision. PAHI covers a wide range of out-of-hospital health services, including many discretionary and preventative services. The most quantitatively important are dental, optometry, physiotherapy and chiropractic. I find that PAHI does increase utilisation of health services, particularly the probability of visiting a dentist, physiotherapist, chiropractor, osteopath or acupuncturist. I find evidence of selection effects in the sense that a number of different variables can predict a person's propensity to insure as well as their propensity to utilise health services. The variables that I identify generally result in adverse selection to insurers for higher frequency health services, although selection bias is more heterogeneous for lower frequency services. There is little evidence of self-selection based on the joint probability of different health services, which indicates that diversified policy menus are a possible strategy for addressing adverse selection in the PAHI market.

Suggested Citation

  • Nathan Kettlewell, 2016. "Utilisation and Selection in an Ancillaries Health Insurance Market," Discussion Papers 2016-17, School of Economics, The University of New South Wales.
  • Handle: RePEc:swe:wpaper:2016-17
    as

    Download full text from publisher

    File URL: http://research.economics.unsw.edu.au/RePEc/papers/2016-17.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Nathan Kettlewell & Olena Stavrunova & Oleg Yerokhin, 2018. "Premium subsidies and demand for private health insurance: results from a regression discontinuity design," Applied Economics Letters, Taylor & Francis Journals, vol. 25(2), pages 96-101, January.
    2. Catherine C. Eckel & Philip J. Grossman, 2002. "Sex Differences and Statistical Stereotyping in Attitudes Toward Financial Risk," Monash Economics Working Papers archive-03, Monash University, Department of Economics.
    3. Lex Borghans & Bart H. H. Golsteyn & James J. Heckman & Huub Meijers, 2009. "Gender Differences in Risk Aversion and Ambiguity Aversion," Journal of the European Economic Association, MIT Press, vol. 7(2-3), pages 649-658, 04-05.
    4. 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.
    5. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    6. Jason Abaluck & Jonathan Gruber, 2011. "Choice Inconsistencies among the Elderly: Evidence from Plan Choice in the Medicare Part D Program," American Economic Review, American Economic Association, vol. 101(4), pages 1180-1210, June.
    7. Keane, Michael & Stavrunova, Olena, 2016. "Adverse selection, moral hazard and the demand for Medigap insurance," Journal of Econometrics, Elsevier, vol. 190(1), pages 62-78.
    8. Daniel L. Millimet & Rusty Tchernis, 2013. "Estimation Of Treatment Effects Without An Exclusion Restriction: With An Application To The Analysis Of The School Breakfast Program," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(6), pages 982-1017, September.
    9. 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.
    10. Benjamin R. Handel & Jonathan T. Kolstad, 2015. "Health Insurance for "Humans": Information Frictions, Plan Choice, and Consumer Welfare," American Economic Review, American Economic Association, vol. 105(8), pages 2449-2500, August.
    11. Sandra Hopkins & Michael P. Kidd & Aydogan Ulker, 2013. "Private Health Insurance Status and Utilisation of Dental Services in Australia," The Economic Record, The Economic Society of Australia, vol. 89(285), pages 194-206, June.
    12. Randall Ellis & Elizabeth Savage, 2008. "Run for cover now or later? The impact of premiums, threats and deadlines on private health insurance in Australia," International Journal of Health Economics and Management, Springer, vol. 8(4), pages 257-277, December.
    13. Belzil, Christian & Leonardi, Marco, 2007. "Can risk aversion explain schooling attainments? Evidence from Italy," Labour Economics, Elsevier, vol. 14(6), pages 957-970, December.
    14. Christian Belzil & Marco Leonardi, 2013. "Risk Aversion and Schooling Decisions," Annals of Economics and Statistics, GENES, issue 111-112, pages 35-70.
    15. Chai Cheng, T & Vahid, F, 2010. "Demand for hospital care and private health insurance in a mixed publicprivate system: empirical evidence using a simultaneous equation modeling approach," Health, Econometrics and Data Group (HEDG) Working Papers 10/25, HEDG, c/o Department of Economics, University of York.
    16. John Mullahy, 2016. "Estimation of multivariate probit models via bivariate probit," Stata Journal, StataCorp LP, vol. 16(1), pages 37-51, March.
    17. Jason Abaluck & Jonathan Gruber, 2011. "Heterogeneity in Choice Inconsistencies among the Elderly: Evidence from Prescription Drug Plan Choice," American Economic Review, American Economic Association, vol. 101(3), pages 377-381, May.
    18. Nathan Kettlewell, 2020. "Policy Choice and Product Bundling in a Complicated Health Insurance Market: Do People Get It Right?," Journal of Human Resources, University of Wisconsin Press, vol. 55(2), pages 566-610.
    19. Sunde, Uwe & Dohmen, Thomas, 2016. "Aging and preferences," The Journal of the Economics of Ageing, Elsevier, vol. 7(C), pages 64-68.
    20. Ellis, Randall P. & McGuire, Thomas G., 2007. "Predictability and predictiveness in health care spending," Journal of Health Economics, Elsevier, vol. 26(1), pages 25-48, January.
    21. Amy Finkelstein & James Poterba, 2014. "Testing for Asymmetric Information Using “Unused Observables” in Insurance Markets: Evidence from the U.K. Annuity Market," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 81(4), pages 709-734, December.
    22. 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.
    23. Chiburis, Richard C. & Das, Jishnu & Lokshin, Michael, 2012. "A practical comparison of the bivariate probit and linear IV estimators," Economics Letters, Elsevier, vol. 117(3), pages 762-766.
    24. Schram, Arthur & Sonnemans, Joep, 2011. "How individuals choose health insurance: An experimental analysis," European Economic Review, Elsevier, vol. 55(6), pages 799-819, August.
    25. Patrick Bajari & Christina Dalton & Han Hong & Ahmed Khwaja, 2014. "Moral hazard, adverse selection, and health expenditures: A semiparametric analysis," RAND Journal of Economics, RAND Corporation, vol. 45(4), pages 747-763, December.
    26. Sintonen, Harri & Linnosmaa, Ismo, 2000. "Economics of dental services," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 24, pages 1251-1296, Elsevier.
    27. Cutler, David M. & Zeckhauser, Richard J., 2000. "The anatomy of health insurance," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 11, pages 563-643, Elsevier.
    28. Oecd, 2004. "Private Health Insurance in OECD Countries: The Benefits and Costs for Individuals and Health Systems," Financial Market Trends, OECD Publishing, vol. 2004(2), pages 125-197.
    29. Doiron, Denise & Fiebig, Denzil G. & Suziedelyte, Agne, 2014. "Hips and hearts: The variation in incentive effects of insurance across hospital procedures," Journal of Health Economics, Elsevier, vol. 37(C), pages 81-97.
    30. Brunello, Giorgio, 2002. "Absolute risk aversion and the returns to education," Economics of Education Review, Elsevier, vol. 21(6), pages 635-640, December.
    31. Alma Cohen & Peter Siegelman, 2010. "Testing for Adverse Selection in Insurance Markets," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 77(1), pages 39-84, March.
    32. Cardon, James H & Hendel, Igal, 2001. "Asymmetric Information in Health Insurance: Evidence from the National Medical Expenditure Survey," RAND Journal of Economics, The RAND Corporation, vol. 32(3), pages 408-427, Autumn.
    33. 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.
    34. Preety Srivastava & Gang Chen & Anthony Harris, 2017. "Oral Health, Dental Insurance and Dental Service use in Australia," Health Economics, John Wiley & Sons, Ltd., vol. 26(1), pages 35-53, January.
    35. Joop Hartog & Ada Ferrer‐i‐Carbonell & Nicole Jonker, 2002. "Linking Measured Risk Aversion to Individual Characteristics," Kyklos, Wiley Blackwell, vol. 55(1), pages 3-26.
    36. 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.
    37. Lex Borghans & Bart H.H. Golsteyn & James J. Heckman & Huub Meijers, 2009. "Gender Differences in Risk Aversion and Ambiguity," Working Papers 200903, Geary Institute, University College Dublin.
    38. Office of Health Economics, 2007. "The Economics of Health Care," For School 001490, Office of Health Economics.
    39. 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.
    40. Alfons Palangkaraya & Jongsay Yong, 2005. "Effects of Recent Carrot‐and‐Stick Policy Initiatives on Private Health Insurance Coverage in Australia," The Economic Record, The Economic Society of Australia, vol. 81(254), pages 262-272, September.
    41. Saurabh Bhargava & George Loewenstein & Justin Sydnor, 2017. "Choose to Lose: Health Plan Choices from a Menu with Dominated Option," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1319-1372.
    42. Randall P. Ellis & Elizabeth Savage, 2008. "Run for Cover Now or Later? The impact of premiums, threats and deadlines on supplementary private health insurance in Australia," Boston University - Department of Economics - Working Papers Series wp2008-013, Boston University - Department of Economics.
    43. Benjamin R. Handel, 2013. "Adverse Selection and Inertia in Health Insurance Markets: When Nudging Hurts," American Economic Review, American Economic Association, vol. 103(7), pages 2643-2682, December.
    44. repec:adr:anecst:y:2013:i:111-112:p:3 is not listed on IDEAS
    45. Srivastava, P & Zhao, X, 2008. "Impact of Private Health Insurance on the Choice of Public versus Private Hospital Services," Health, Econometrics and Data Group (HEDG) Working Papers 08/17, HEDG, c/o Department of Economics, University of York.
    46. Mingshan Lu & Elizabeth Savage, 2006. "Do financial incentives for supplementary private health insurance reduce pressure on the public system? Evidence from Australia, CHERE Working Paper 2006/11," Working Papers 2006/11, CHERE, University of Technology, Sydney.
    47. Lurie, N. & Kamberg, C.J. & Brook, R.H. & Keeler, E.B. & Newhouse, J.P., 1989. "How free care improved vision in the health insurance experiment," American Journal of Public Health, American Public Health Association, vol. 79(5), pages 640-642.
    48. Amy Finkelstein & Kathleen McGarry, 2006. "Multiple Dimensions of Private Information: Evidence from the Long-Term Care Insurance Market," American Economic Review, American Economic Association, vol. 96(4), pages 938-958, September.
    49. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    50. Francesca Colombo & Nicole Tapay, 2004. "Private Health Insurance in OECD Countries: The Benefits and Costs for Individuals and Health Systems," OECD Health Working Papers 15, OECD Publishing.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ha Trong Nguyen & Huong Thu Le & Luke Connelly & Francis Mitrou, 2023. "Accuracy of self‐reported private health insurance coverage," Health Economics, John Wiley & Sons, Ltd., vol. 32(12), pages 2709-2729, December.
    2. Nayak, Bishwajit & Bhattacharyya, Som Sekhar & Krishnamoorthy, Bala, 2021. "Explicating the role of emerging technologies and firm capabilities towards attainment of competitive advantage in health insurance service firms," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    3. Kettlewell, Nathan, 2020. "Subjective Expectations for Health Service Use and Consequences for Health Insurance Behavior," IZA Discussion Papers 13445, Institute of Labor Economics (IZA).
    4. Nathan Kettlewell, 2020. "Policy Choice and Product Bundling in a Complicated Health Insurance Market: Do People Get It Right?," Journal of Human Resources, University of Wisconsin Press, vol. 55(2), pages 566-610.

    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. Denise Doiron & Nathan Kettlewell, 2018. "The Effect of Health Insurance on the Substitution between Public and Private Hospital Care," The Economic Record, The Economic Society of Australia, vol. 94(305), pages 135-154, June.
    2. Denise Doiron & Nathan Kettlewell, 2020. "Family formation and the demand for health insurance," Health Economics, John Wiley & Sons, Ltd., vol. 29(4), pages 523-533, April.
    3. Nathaniel Hendren & Camille Landais & Johannes Spinnewijn, 2021. "Choice in Insurance Markets: A Pigouvian Approach to Social Insurance Design," Annual Review of Economics, Annual Reviews, vol. 13(1), pages 457-486, August.
    4. Doiron, Denise & Fiebig, Denzil G. & Suziedelyte, Agne, 2014. "Hips and hearts: The variation in incentive effects of insurance across hospital procedures," Journal of Health Economics, Elsevier, vol. 37(C), pages 81-97.
    5. Ha Trong Nguyen & Huong Thu Le & Luke Connelly & Francis Mitrou, 2023. "Accuracy of self‐reported private health insurance coverage," Health Economics, John Wiley & Sons, Ltd., vol. 32(12), pages 2709-2729, December.
    6. Nathan Kettlewell, 2020. "Policy Choice and Product Bundling in a Complicated Health Insurance Market: Do People Get It Right?," Journal of Human Resources, University of Wisconsin Press, vol. 55(2), pages 566-610.
    7. 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.
    8. Capatina, Elena, 2020. "Selection in employer sponsored health insurance," Journal of Health Economics, Elsevier, vol. 71(C).
    9. Raj Chetty & Amy Finkelstein, 2012. "Social Insurance: Connecting Theory to Data," NBER Working Papers 18433, National Bureau of Economic Research, Inc.
    10. Lan Nguyen & Andrew C. Worthington, 2023. "Moral hazard in Australian private health insurance: the case of dental care services and extras cover," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 48(1), pages 157-176, January.
    11. Buchmueller, Thomas C. & Cheng, Terence C. & Pham, Ngoc T.A. & Staub, Kevin E., 2021. "The effect of income-based mandates on the demand for private hospital insurance and its dynamics," Journal of Health Economics, Elsevier, vol. 75(C).
    12. Sengupta, Reshmi & Rooj, Debasis, 2019. "The effect of health insurance on hospitalization: Identification of adverse selection, moral hazard and the vulnerable population in the Indian healthcare market," World Development, Elsevier, vol. 122(C), pages 110-129.
    13. 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.
    14. 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.
    15. Kiil, Astrid, 2012. "Private health insurance and the use of health care services - a review of the theoretical literature with application to voluntary private health insurance in universal health care systems," DaCHE discussion papers 2012:1, University of Southern Denmark, Dache - Danish Centre for Health Economics.
    16. 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.
    17. Timothy J. Layton & Randall P. Ellis & Thomas G. McGuire, 2015. "Assessing Incentives for Adverse Selection in Health Plan Payment Systems," Boston University - Department of Economics - Working Papers Series wp2015-024, Boston University - Department of Economics.
    18. Johannes Spinnewijn, 2017. "Heterogeneity, Demand for Insurance, and Adverse Selection," American Economic Journal: Economic Policy, American Economic Association, vol. 9(1), pages 308-343, February.
    19. Tomas Pedro Sanguinetti, 2019. "How Do Couples Choose Individual Insurance Plans? Evidence from Medicare Part D," 2019 Papers psa1760, Job Market Papers.
    20. Patricia H. Born & E. Tice Sirmans, 2020. "Restrictive Rating and Adverse Selection in Health Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 87(4), pages 919-933, December.

    More about this item

    Keywords

    health insurance; moral hazard; adverse selection; favourable selection;
    All these keywords.

    JEL classification:

    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:swe:wpaper:2016-17. 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: Hongyi Li (email available below). General contact details of provider: https://edirc.repec.org/data/senswau.html .

    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.