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Assessing Incentives for Adverse Selection in Health Plan Payment Systems

Author

Listed:
  • Timothy J. Layton

    (Harvard Medical School)

  • Randall P. Ellis

    (Boston University)

  • Thomas G. McGuire

    (Harvard Medical School, NBER)

Abstract
Health insurance markets face two forms of adverse selection problems. On the demand side, adverse selection leads to plan price distortions and inefficient sorting of consumers across health plans. On the supply side, adverse selection creates incentives for insurers to inefficiently distort benefits to attract profitable enrollees. These problems can be addressed by features of health plan payment systems such as reinsurance, risk adjustment, and premium categories. In this paper, we develop Harberger-type measures of the efficiency consequences of price and benefit distortions under a given payment system. Our measures are valid, that is, based on explicit economic models of adverse selection. Our measures are complete, in that they are able to incorporate multiple features of plan payment systems. Finally, they are practical, in that they are based on the ex-ante data available to regulators and researchers during the design phase of payment system development, prior to observing actual insurer and consumer behavior. After developing the measures, we compare the performance of the payment system planned for implementation in the ACA Marketplaces in 2017 to several policy alternatives. We show that, in protecting against both types of selection problems, a payment system that incorporates reinsurance and prospective risk adjustment out-performs the planned payment system which includes only concurrent risk adjustment.

Suggested Citation

  • 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.
  • Handle: RePEc:bos:wpaper:wp2015-024
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    1. Jason Brown & Mark Duggan & Ilyana Kuziemko & William Woolston, 2014. "How Does Risk Selection Respond to Risk Adjustment? New Evidence from the Medicare Advantage Program," American Economic Review, American Economic Association, vol. 104(10), pages 3335-3364, October.
    2. Liran Einav & Amy Finkelstein & Jonathan Levin, 2010. "Beyond Testing: Empirical Models of Insurance Markets," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 311-336, September.
    3. Liran Einav & Amy Finkelstein & Stephen P. Ryan & Paul Schrimpf & Mark R. Cullen, 2013. "Selection on Moral Hazard in Health Insurance," American Economic Review, American Economic Association, vol. 103(1), pages 178-219, February.
    4. 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.
    5. 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.
    6. Timothy J. Layton & Thomas G. McGuire & Anna D. Sinaiko, 2016. "Risk Corridors and Reinsurance in Health Insurance Marketplaces: Insurance for Insurers," American Journal of Health Economics, University of Chicago Press, vol. 2(1), pages 66-95, Winter.
    7. Breyer, Friedrich & Bundorf, M. Kate & Pauly, Mark V., 2011. "Health Care Spending Risk, Health Insurance, and Payment to Health Plans," Handbook of Health Economics, in: Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), Handbook of Health Economics, volume 2, chapter 0, pages 691-762, Elsevier.
    8. Benjamin R. Handel & Igal Hendel & Michael D. Whinston, 2013. "Equilibria in Health Exchanges: Adverse Selection vs. Reclassification Risk," NBER Working Papers 19399, National Bureau of Economic Research, Inc.
    9. Alma Cohen & Liran Einav, 2007. "Estimating Risk Preferences from Deductible Choice," American Economic Review, American Economic Association, vol. 97(3), pages 745-788, June.
    10. Liran Einav & Amy Finkelstein & Mark R. Cullen, 2010. "Estimating Welfare in Insurance Markets Using Variation in Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 877-921.
    11. Layton, Timothy J., 2017. "Imperfect risk adjustment, risk preferences, and sorting in competitive health insurance markets," Journal of Health Economics, Elsevier, vol. 56(C), pages 259-280.
    12. van Barneveld, Erik M. & Lamers, Leida M. & van Vliet, Rene C. J. A. & van de Ven, Wynand P. M. M., 2001. "Risk sharing as a supplement to imperfect capitation: a tradeoff between selection and efficiency," Journal of Health Economics, Elsevier, vol. 20(2), pages 147-168, March.
    13. Karen Eggleston & Anupa Bir, 2009. "Measuring Selection Incentives in Managed Care: Evidence From the Massachusetts State Employee Insurance Program," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 76(1), pages 159-175, March.
    14. 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.
    15. Amir Shmueli & David Messika & Irit Zmora & Bernice Oberman, 2010. "Health care costs during the last 12 months of life in Israel: estimation and implications for risk-adjustment," International Journal of Health Economics and Management, Springer, vol. 10(3), pages 257-273, September.
    16. Glazer, Jacob & McGuire, Thomas G., 2002. "Setting health plan premiums to ensure efficient quality in health care: minimum variance optimal risk adjustment," Journal of Public Economics, Elsevier, vol. 84(2), pages 153-173, May.
    17. Martin B. Hackmann & Jonathan T. Kolstad & Amanda E. Kowalski, 2015. "Adverse Selection and an Individual Mandate: When Theory Meets Practice," American Economic Review, American Economic Association, vol. 105(3), pages 1030-1066, March.
    18. Raj Chetty, 2009. "Sufficient Statistics for Welfare Analysis: A Bridge Between Structural and Reduced-Form Methods," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 451-488, May.
    19. Newhouse, Joseph P. & McWilliams, J. Michael & Price, Mary & Huang, Jie & Fireman, Bruce & Hsu, John, 2013. "Do Medicare Advantage plans select enrollees in higher margin clinical categories?," Journal of Health Economics, Elsevier, vol. 32(6), pages 1278-1288.
    20. Geruso, Michael & McGuire, Thomas G., 2016. "Tradeoffs in the design of health plan payment systems: Fit, power and balance," Journal of Health Economics, Elsevier, vol. 47(C), pages 1-19.
    21. Friedrich Breyer & Martin Heineck & Normann Lorenz, 2003. "Determinants of health care utilization by German sickness fund members ‐ with application to risk adjustment," Health Economics, John Wiley & Sons, Ltd., vol. 12(5), pages 367-376, May.
    22. 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.
    23. Liran Einav & Amy Finkelstein, 2011. "Selection in Insurance Markets: Theory and Empirics in Pictures," Journal of Economic Perspectives, American Economic Association, vol. 25(1), pages 115-138, Winter.
    24. Michael Geruso & Timothy Layton, 2020. "Upcoding: Evidence from Medicare on Squishy Risk Adjustment," Journal of Political Economy, University of Chicago Press, vol. 128(3), pages 984-1026.
    25. Frank, Richard G. & Glazer, Jacob & McGuire, Thomas G., 2000. "Measuring adverse selection in managed health care," Journal of Health Economics, Elsevier, vol. 19(6), pages 829-854, November.
    26. 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.
    27. McGuire, Thomas G. & Glazer, Jacob & Newhouse, Joseph P. & Normand, Sharon-Lise & Shi, Julie & Sinaiko, Anna D. & Zuvekas, Samuel H., 2013. "Integrating risk adjustment and enrollee premiums in health plan payment," Journal of Health Economics, Elsevier, vol. 32(6), pages 1263-1277.
    28. Joseph P. Newhouse & Mary Price & John Hsu & J. Michael McWilliams & Thomas G. McGuire, 2015. "How Much Favorable Selection Is Left in Medicare Advantage?," American Journal of Health Economics, University of Chicago Press, vol. 1(1), pages 1-26, Winter.
    29. McGuire, Thomas G. & Newhouse, Joseph P. & Normand, Sharon-Lise & Shi, Julie & Zuvekas, Samuel, 2014. "Assessing incentives for service-level selection in private health insurance exchanges," Journal of Health Economics, Elsevier, vol. 35(C), pages 47-63.
    30. M. Kate Bundorf & Jonathan Levin & Neale Mahoney, 2012. "Pricing and Welfare in Health Plan Choice," American Economic Review, American Economic Association, vol. 102(7), pages 3214-3248, December.
    31. 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.
    32. Nathaniel Hendren, 2014. "Unravelling vs Unravelling: A Memo on Competitive Equilibriums and Trade in Insurance Markets," The Geneva Risk and Insurance Review, Palgrave Macmillan;International Association for the Study of Insurance Economics (The Geneva Association), vol. 39(2), pages 176-183, September.
    33. Lorenz, Normann, 2015. "The interaction of direct and indirect risk selection," Journal of Health Economics, Elsevier, vol. 42(C), pages 81-89.
    34. Ilyana Kuziemko & Katherine Meckel & Maya Rossin-Slater, 2013. "Do Insurers Risk-Select Against Each Other? Evidence from Medicaid and Implications for Health Reform," NBER Working Papers 19198, National Bureau of Economic Research, Inc.
    35. Benjamin R. Handel & Jonathan T. Kolstad, 2013. "Health Insurance for "Humans": Information Frictions, Plan Choice, and Consumer Welfare," NBER Working Papers 19373, National Bureau of Economic Research, Inc.
    36. Randall P. Ellis & Shenyi Jiang & Tzu-Chun Kuo, 2013. "Does service-level spending show evidence of selection across health plan types?," Applied Economics, Taylor & Francis Journals, vol. 45(13), pages 1701-1712, May.
    37. Office of Health Economics, 2007. "The Economics of Health Care," For School 001490, Office of Health Economics.
    38. Glazer, Jacob & McGuire, Thomas G., 2011. "Gold and Silver health plans: Accommodating demand heterogeneity in managed competition," Journal of Health Economics, Elsevier, vol. 30(5), pages 1011-1019.
    39. David M. Cutler & Sarah J. Reber, 1998. "Paying for Health Insurance: The Trade-Off between Competition and Adverse Selection," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(2), pages 433-466.
    40. Normann Lorenz, 2014. "Using quantile regression for optimal risk adjustment," Research Papers in Economics 2014-11, University of Trier, Department of Economics.
    41. 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.
    42. Cao, Zhun & McGuire, Thomas G., 2003. "Service-level selection by HMOs in Medicare," Journal of Health Economics, Elsevier, vol. 22(6), pages 915-931, November.
    43. 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.
    44. 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.
    45. Frank A. Sloan & Hirschel Kasper (ed.), 2008. "Incentives and Choice in Health Care," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262693658, April.
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    Cited by:

    1. Joseph P. Newhouse & Mary Beth Landrum & Mary Price & J. Michael McWilliams & John Hsu & Thomas G. McGuire, 2019. "The Comparative Advantage of Medicare Advantage," American Journal of Health Economics, University of Chicago Press, vol. 5(2), pages 281-301, Spring.
    2. Michael Geruso, 2017. "Demand heterogeneity in insurance markets: Implications for equity and efficiency," Quantitative Economics, Econometric Society, vol. 8(3), pages 929-975, November.
    3. Layton, Timothy J. & McGuire, Thomas G. & van Kleef, Richard C., 2018. "Deriving risk adjustment payment weights to maximize efficiency of health insurance markets," Journal of Health Economics, Elsevier, vol. 61(C), pages 93-110.
    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. Richard C. Kleef & Thomas G. McGuire & René C. J. A. Vliet & Wynand P. P. M. de Ven, 2017. "Improving risk equalization with constrained regression," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 18(9), pages 1137-1156, December.
    6. Julie Shi, 2017. "Efficiency in Plan Choice with Risk Adjustment and Risk-Based Pricing in Health Insurance Exchanges," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 42(1), pages 79-113, January.
    7. Benjamin R. Handel & Jonathan T. Kolstad, 2021. "The Affordable Care Act After a Decade: Industrial Organization of the Insurance Exchanges," NBER Working Papers 29178, National Bureau of Economic Research, Inc.
    8. 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.
    9. Timothy J. Layton & Thomas G. McGuire, 2017. "Marketplace Plan Payment Options for Dealing with High-Cost Enrollees," American Journal of Health Economics, MIT Press, vol. 3(2), pages 165-191, Spring.
    10. Timothy Layton & Ellen J. Montz & Mark Shepard, 2017. "Health Plan Payment in U.S. Marketplaces: Regulated Competition with a Weak Mandate," NBER Working Papers 23444, National Bureau of Economic Research, Inc.
    11. Shuli Brammli-Greenberg & Jacob Glazer & Ruth Waitzberg, 2019. "Modest risk-sharing significantly reduces health plans’ incentives for service distortion," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(9), pages 1359-1374, December.
    12. Sungchul Park & Anirban Basu, 2018. "Alternative evaluation metrics for risk adjustment methods," Health Economics, John Wiley & Sons, Ltd., vol. 27(6), pages 984-1010, June.

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    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health

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