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Risk Adjustment of Health Plan Payments to Correct Inefficient Plan Choice from Adverse Selection

In: Measuring and Modeling Health Care Costs

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  • Jacob Glazer
  • Thomas G. McGuire
  • Julie Shi

Abstract

This paper develops and implements a statistical methodology to account for the equilibrium effects (aka adverse selection) in design of risk adjustment formula in health insurance markets. Our setting is modeled on the situation in Medicare and the new state Exchanges where individuals sort themselves between a discrete set of plan types (here, two). Our "Silver" and "Gold" plans have fixed characteristics, as in the well-known research on selection and efficiency by Einav and Finkelstein (EF). We build on the EF model in several respects, including by showing that risk adjustment can be used to achieve the premiums that will lead to efficient sorting. The target risk adjustment weights can be found by use of constrained regressions, where the constraints in the estimation are conditions on premiums that should be satisfied in equilibrium. We illustrate implementation of the method with data from seven years of the Medical Expenditure Panel Survey.
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Suggested Citation

  • Jacob Glazer & Thomas G. McGuire & Julie Shi, 2016. "Risk Adjustment of Health Plan Payments to Correct Inefficient Plan Choice from Adverse Selection," NBER Chapters, in: Measuring and Modeling Health Care Costs, pages 379-418, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberch:13122
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    References listed on IDEAS

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    1. 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.
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    Cited by:

    1. Benjamin R. Handel & Jonathan T. Kolstad & Johannes Spinnewijn, 2019. "Information Frictions and Adverse Selection: Policy Interventions in Health Insurance Markets," The Review of Economics and Statistics, MIT Press, vol. 101(2), pages 326-340, May.
    2. 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, MIT Press, vol. 2(1), pages 66-95, January.
    3. Camilo Cid & Randall P. Ellis & Verónica Vargas & Juergen Wasem & Lorena Prieto, 2015. "Global Risk-Adjusted Payment Models," Boston University - Department of Economics - Working Papers Series wp2015-021, Boston University - Department of Economics.
    4. 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.

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    More about this item

    JEL classification:

    • 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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