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Measuring adverse selection in managed health care

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  • Frank, Richard G.
  • Glazer, Jacob
  • McGuire, Thomas G.

Abstract

Health plans paid by capitation have an incentive to distort the quality of services they offer to attract profitable and to deter unprofitable enrollees. We characterize plans' rationing as imposing a show that the profit maximizing shadow price depends on the dispersion in health costs, how well individuals forecast their health costs, the correlation between use in different illness categories, and the risk adjustment system used for payment. We further show how these factors can be combined in an empirically implementable index that can be used to identify the services that will be most distorted in competition among managed care plans. A simple welfare measure is developed to quantify the distortion caused by selection incentives. We illustrate the application of our ideas with a Medicaid data set, and conduct policy analyses of risk adjustment and other options for dealing with adverse selection.
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Suggested Citation

  • 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.
  • Handle: RePEc:eee:jhecon:v:19:y:2000:i:6:p:829-854
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    1. Randall P. Ellis, 2012. "risk adjustment," The New Palgrave Dictionary of Economics,, Palgrave Macmillan.
    2. 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.
    3. Mullahy, John, 1998. "Much ado about two: reconsidering retransformation and the two-part model in health econometrics," Journal of Health Economics, Elsevier, vol. 17(3), pages 247-281, June.
    4. John Mullahy, 1998. "Much Ado About Two: Reconsidering Retransformation and the Two-Part Model in Health Economics," NBER Technical Working Papers 0228, National Bureau of Economic Research, Inc.
    5. David M. Cutler, 1994. "A Guide to Health Care Reform," Journal of Economic Perspectives, American Economic Association, vol. 8(3), pages 13-29, Summer.
    6. Dranove, David, 1988. "Pricing by non-profit institutions : The case of hospital cost-shifting," Journal of Health Economics, Elsevier, vol. 7(1), pages 47-57, March.
    7. Allen, Robin & Gertler, Paul J, 1991. "Regulation and the Provision of Quality to Heterogenous Consumers: The Case of Prospective Pricing of Medical Services," Journal of Regulatory Economics, Springer, vol. 3(4), pages 361-375, December.
    8. van Vliet, RenéC. J. A. & van de Ven, Wynand P. M. M., 1992. "Towards a capitation formula for competing health insurers. An empirical analysis," Social Science & Medicine, Elsevier, vol. 34(9), pages 1035-1048, May.
    9. James R. Baumgardner, 1991. "The Interaction between Forms of Insurance Contract and Types of Technical Change in Medical Care," RAND Journal of Economics, The RAND Corporation, vol. 22(1), pages 36-53, Spring.
    10. Rogerson, William P, 1994. "Choice of Treatment Intensities by a Nonprofit Hospital under Prospective Pricing," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 3(1), pages 7-51, Spring.
    11. 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.
    12. Thomas G. McGuire & Jacob Glazer, 2000. "Optimal Risk Adjustment in Markets with Adverse Selection: An Application to Managed Care," American Economic Review, American Economic Association, vol. 90(4), pages 1055-1071, September.
    13. repec:mpr:mprres:1348 is not listed on IDEAS
    14. David M. Cutler & Richard J. Zeckhauser, 1998. "Adverse Selection in Health Insurance," NBER Chapters, in: Frontiers in Health Policy Research, Volume 1, pages 1-32, National Bureau of Economic Research, Inc.
    15. Ken Hendricks & Michele Piccione & Guofu Tan, 1997. "Entry and Exit in Hub-Spoke Networks," RAND Journal of Economics, The RAND Corporation, vol. 28(2), pages 291-303, Summer.
    16. Glied, Sherry, 2000. "Managed care," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 13, pages 707-753, Elsevier.
    17. Ellis, Randall P., 1998. "Creaming, skimping and dumping: provider competition on the intensive and extensive margins1," Journal of Health Economics, Elsevier, vol. 17(5), pages 537-555, October.
    18. Sherry Glied & Jane Sisk & Sheila Gorman & Michael Ganz, 1997. "Selection, Marketing, and Medicaid Managed Care," NBER Working Papers 6164, National Bureau of Economic Research, Inc.
    19. Pauly, Mark V. & Ramsey, Scott D., 1999. "Would you like suspenders to go with that belt? An analysis of optimal combinations of cost sharing and managed care," Journal of Health Economics, Elsevier, vol. 18(4), pages 443-458, August.
    20. 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.
    21. 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.
    22. Duan, Naihua, et al, 1984. "Choosing between the Sample-Selection Model and the Multi-part Model," Journal of Business & Economic Statistics, American Statistical Association, vol. 2(3), pages 283-289, July.
    23. 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.
    24. repec:bla:jemstr:v:3:y:1994:i:1:p:169-209:a is not listed on IDEAS
    25. Dranove, David & White, William D, 1994. "Recent Theory and Evidence on Competition in Hospital Markets," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 3(1), pages 169-209, Spring.
    26. Keeler, Emmett B. & Carter, Grace & Newhouse, Joseph P., 1998. "A model of the impact of reimbursement schemes on health plan choice," Journal of Health Economics, Elsevier, vol. 17(3), pages 297-320, June.
    27. David M. Cutler & Sarah Reber, 1996. "Paying for Health Insurance: The Tradeoff between Competition and Adverse Selection," NBER Working Papers 5796, National Bureau of Economic Research, Inc.
    28. A. P. Lerner, 1934. "The Concept of Monopoly and the Measurement of Monopoly Power," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 1(3), pages 157-175.
    29. Ma, Ching-to Albert & McGuire, Thomas G, 1997. "Optimal Health Insurance and Provider Payment," American Economic Review, American Economic Association, vol. 87(4), pages 685-704, September.
    30. repec:bla:jemstr:v:3:y:1994:i:1:p:7-51:a is not listed on IDEAS
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