IDEAS home Printed from https://ideas.repec.org/a/eee/jhecon/v29y2010i4p489-498.html
   My bibliography  Save this article

Risk adjustment in health insurance and its long-term effectiveness

Author

Listed:
  • Beck, Konstantin
  • Trottmann, Maria
  • Zweifel, Peter

Abstract

This paper seeks to create new insights when judging the impact different risk adjustment schemes may have on the incentive to select risks. It distinguishes risk types with high and low profit potential and estimates long-run profits associated with risk selection in four scenarios (no risk adjustment, demographic only, including prior hospitalization, and including prior hospitalization and Pharmaceutical Cost Groups). The database covers 180,000 Swiss individuals over 8 years, 3 of which are used for model building and 5, to estimate insurers' profits due to risk selection in the four scenarios. While these profits prove to be very high without risk adjustment and still substantial with demographic risk adjustment, they become surprisingly low when the crude morbidity indicator 'prior hospitalization' is included in the formula. These results clearly indicate the need for health status-related risk adjustment in insurance markets with community rating, taking into account insurers' planning horizon.

Suggested Citation

  • Beck, Konstantin & Trottmann, Maria & Zweifel, Peter, 2010. "Risk adjustment in health insurance and its long-term effectiveness," Journal of Health Economics, Elsevier, vol. 29(4), pages 489-498, July.
  • Handle: RePEc:eee:jhecon:v:29:y:2010:i:4:p:489-498
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0167-6296(10)00050-0
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    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. Peter Zweifel & Stefan Felder & Andreas Werblow, 2004. "Population Ageing and Health Care Expenditure: New Evidence on the “Red Herring”," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 29(4), pages 652-666, October.
    2. Zweifel, Peter & Breuer, Michael, 2006. "The case for risk-based premiums in public health insurance," Health Economics, Policy and Law, Cambridge University Press, vol. 1(2), pages 171-188, April.
    3. 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.
    4. Beck, Konstantin & Spycher, Stefan & Holly, Alberto & Gardiol, Lucien, 2003. "Risk adjustment in Switzerland," Health Policy, Elsevier, vol. 65(1), pages 63-74, July.
    5. Yujing Shen & Randall P. Ellis, 2002. "How profitable is risk selection? A comparison of four risk adjustment models," Health Economics, John Wiley & Sons, Ltd., vol. 11(2), pages 165-174, March.
    6. Newhouse, Joseph P., 1982. "Is competition the answer?," Journal of Health Economics, Elsevier, vol. 1(1), pages 109-116, May.
    7. Van de ven, Wynand P.M.M. & Ellis, Randall P., 2000. "Risk adjustment in competitive health plan markets," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 14, pages 755-845, Elsevier.
    8. Zweifel, Peter, 2007. "The Theory of Social Health Insurance," Foundations and Trends(R) in Microeconomics, now publishers, vol. 3(3), pages 183-273, May.
    9. Erik van Barneveld & Leida Lamers & René van Vliet & Wynand van de Ven, 2000. "Ignoring small predictable profits and losses: a new approach for measuring incentives for cream skimming," Health Care Management Science, Springer, vol. 3(2), pages 131-140, February.
    10. Pauly, Mark & Nickel, Andreas & Kunreuther, Howard, 1998. "Guaranteed Renewability with Group Insurance," Journal of Risk and Uncertainty, Springer, vol. 16(3), pages 211-221, July-Aug..
    11. Manning, Willard G. & Mullahy, John, 2001. "Estimating log models: to transform or not to transform?," Journal of Health Economics, Elsevier, vol. 20(4), pages 461-494, July.
    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. H. E. Frech & Peter Zweifel, 2017. "Market Socialism and Community Rating in Health Insurance," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 59(3), pages 405-427, September.
    2. Pascual Saez, Marta & Cantarero Prieto, David, 2013. "Understanding Health Economics: A Review of Efficiency, Equity and Inequalities Studies /Entendiendo la Economía de la Salud: Una revisión de los estudios sobre eficiencia, equidad y desigualdades," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 31, pages 281-302, Septiembr.
    3. Peter Zweifel & H. E. Frech, 2016. "Why ‘Optimal’ Payment for Healthcare Providers Can Never be Optimal Under Community Rating," Applied Health Economics and Health Policy, Springer, vol. 14(1), pages 9-20, February.
    4. Schmid, Christian P.R. & Beck, Konstantin, 2016. "Re-insurance in the Swiss health insurance market: Fit, power, and balance," Health Policy, Elsevier, vol. 120(7), pages 848-855.
    5. Kauer, Lukas & McGuire, Thomas G. & Beck, Konstantin, 2020. "Extreme under and overcompensation in morbidity-based health plan payments: The case of Switzerland," Health Policy, Elsevier, vol. 124(1), pages 61-68.
    6. Okma, Kieke G.H. & Crivelli, Luca, 2013. "Swiss and Dutch “consumer-driven health care”: Ideal model or reality?," Health Policy, Elsevier, vol. 109(2), pages 105-112.
    7. 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.
    8. Pieter Bakx & Frederik Schut & Eddy Doorslaer, 2015. "Can universal access and competition in long-term care insurance be combined?," International Journal of Health Economics and Management, Springer, vol. 15(2), pages 185-213, June.
    9. Jan Brosse & Mathias Kifmann, 2013. "Competition in Health Insurance and Premium Regulation," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 11(1), pages 21-26, 04.
    10. Viktor von Wyl & Konstantin Beck, 2016. "Do insurers respond to risk adjustment? A long-term, nationwide analysis from Switzerland," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 17(2), pages 171-183, March.
    11. De Pietro, Carlo & Crivelli, Luca, 2015. "Swiss popular initiative for a single health insurer… once again!," Health Policy, Elsevier, vol. 119(7), pages 851-855.
    12. Richard van Kleef & Thomas McGuire & Rene van Vliet & Wynand van de Ven, 2015. "Improving Risk Equalization with Constrained Regression," NBER Working Papers 21570, National Bureau of Economic Research, Inc.
    13. Yi Yao & Joan Schmit & Julie Shi, 2019. "Promoting sustainability for micro health insurance: a risk-adjusted subsidy approach for maternal healthcare service," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 44(3), pages 382-409, July.
    14. Marica Iommi & Savannah Bergquist & Gianluca Fiorentini & Francesco Paolucci, 2022. "Comparing risk adjustment estimation methods under data availability constraints," Health Economics, John Wiley & Sons, Ltd., vol. 31(7), pages 1368-1380, July.
    15. Peter Zweifel, 2013. "The present state of health economics: a critique and an agenda for the future," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 14(4), pages 569-571, August.
    16. Richard C. Kleef & Mieke Reuser, 2021. "How the COVID-19 pandemic can distort risk adjustment of health plan payment," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 22(7), pages 1005-1016, September.
    17. Jan Brosse & Mathias Kifmann, 2013. "Competition in Health Insurance and Premium Regulation," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 11(01), pages 21-26, April.
    18. repec:ces:ifodic:v:11:y:2013:i:1:p:19083487 is not listed on IDEAS
    19. Viktor von Wyl & Konstantin Beck, 2014. "Risk adjustment in aging societies," Health Economics Review, Springer, vol. 4(1), pages 1-14, December.

    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. Eugster, Patrick & Sennhauser, Michèle & Zweifel, Peter, 2010. "Capping risk adjustment?," Journal of Health Economics, Elsevier, vol. 29(4), pages 499-507, July.
    2. Hao Yu, 2017. "China’s medical savings accounts: an analysis of the price elasticity of demand for health care," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 18(6), pages 773-785, July.
    3. repec:ces:ifodic:v:11:y:2013:i:1:p:19083487 is not listed on IDEAS
    4. Ronald Eduardo Gómez Suárez, 2007. "Cream-Skimming And Risk Adjustment in Colombian Health Insurance System:: The Public Insurer Case," Archivos de Economía 4295, Departamento Nacional de Planeación.
    5. Viktor von Wyl & Konstantin Beck, 2016. "Do insurers respond to risk adjustment? A long-term, nationwide analysis from Switzerland," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 17(2), pages 171-183, March.
    6. Jones, A. & Lomas, J. & Rice, N., 2014. "Going Beyond the Mean in Healthcare Cost Regressions: a Comparison of Methods for Estimating the Full Conditional Distribution," Health, Econometrics and Data Group (HEDG) Working Papers 14/26, HEDG, c/o Department of Economics, University of York.
    7. Yi Yao & Joan Schmit & Julie Shi, 2019. "Promoting sustainability for micro health insurance: a risk-adjusted subsidy approach for maternal healthcare service," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 44(3), pages 382-409, July.
    8. S. Veen & R. Kleef & W. Ven & R. Vliet, 2015. "Improving the prediction model used in risk equalization: cost and diagnostic information from multiple prior years," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 16(2), pages 201-218, March.
    9. Valerie Albouy & Laurent Davezies & Thierry Debrand, 2009. "Dynamic Estimation of Health Expenditure: A new approach for simulating individual expenditure," Working Papers DT20, IRDES institut for research and information in health economics, revised Jan 2009.
    10. R. Kleef & K. Beck & W. Ven & R. Vliet, 2007. "Does risk equalization reduce the viability of voluntary deductibles?," International Journal of Health Economics and Management, Springer, vol. 7(1), pages 43-58, March.
    11. van de Ven, Wynand P.M.M. & Beck, Konstantin & Van de Voorde, Carine & Wasem, Jurgen & Zmora, Irit, 2007. "Risk adjustment and risk selection in Europe: 6 years later," Health Policy, Elsevier, vol. 83(2-3), pages 162-179, October.
    12. Jan Brosse & Mathias Kifmann, 2013. "Competition in Health Insurance and Premium Regulation," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 11(01), pages 21-26, April.
    13. Baoping Shang & Dana Goldman, 2008. "Does age or life expectancy better predict health care expenditures?," Health Economics, John Wiley & Sons, Ltd., vol. 17(4), pages 487-501, April.
    14. Normann Lorenz, 2014. "Using quantile regression for optimal risk adjustment," Research Papers in Economics 2014-11, University of Trier, Department of Economics.
    15. van Kleef, R.C. & Beck, K. & van de Ven, W.P.M.M. & van Vliet, R.C.J.A., 2008. "Risk equalization and voluntary deductibles: A complex interaction," Journal of Health Economics, Elsevier, vol. 27(2), pages 427-443, March.
    16. Randall P. Ellis & Pooja G. Mookim, 2013. "K-Fold Cross-Validation is Superior to Split Sample Validation for Risk Adjustment Models," Boston University - Department of Economics - Working Papers Series wp2013-026, Boston University - Department of Economics.
    17. Jan Brosse & Mathias Kifmann, 2013. "Competition in Health Insurance and Premium Regulation," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 11(1), pages 21-26, 04.
    18. Andrew M. Jones & James Lomas & Nigel Rice, 2015. "Healthcare Cost Regressions: Going Beyond the Mean to Estimate the Full Distribution," Health Economics, John Wiley & Sons, Ltd., vol. 24(9), pages 1192-1212, September.
    19. Buntin, Melinda Beeuwkes & Zaslavsky, Alan M., 2004. "Too much ado about two-part models and transformation?: Comparing methods of modeling Medicare expenditures," Journal of Health Economics, Elsevier, vol. 23(3), pages 525-542, May.
    20. Schmid, Christian P.R. & Beck, Konstantin, 2016. "Re-insurance in the Swiss health insurance market: Fit, power, and balance," Health Policy, Elsevier, vol. 120(7), pages 848-855.
    21. Carole Roan Gresenz & Jeanette A. Rogowski & Jose Escarce, 2004. "Healthcare Markets, the Safety Net and Access to Care Among the Uninsured," NBER Working Papers 10799, National Bureau of Economic Research, Inc.

    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:eee:jhecon:v:29:y:2010:i:4:p:489-498. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/505560 .

    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.