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Measuring Selection Incentives in Managed Care: Evidence From the Massachusetts State Employee Insurance Program

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  • Karen Eggleston
  • Anupa Bir

Abstract

Capitation gives insurers incentive to manipulate their offerings to attract the healthy and deter the sick. We calculate the incentives for such service‐specific quality distortions using managed care medical and pharmacy spending data for fiscal years 2001 and 2002 from the Massachusetts State Employee Insurance Program. Services most vulnerable to stinting are cardiac care, diabetes care, and mental health and substance abuse services. Empirically, the financial temptation to distort service quality increases nonlinearly with supply‐side cost sharing. Our empirical results highlight how selection incentives work at cross‐purposes with efforts to reward excellent chronic disease management. Initiatives coupling pay‐for‐performance with risk adjustment and mixed payment hold promise for aligning incentives with quality improvement.

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  • 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.
  • Handle: RePEc:bla:jrinsu:v:76:y:2009:i:1:p:159-175
    DOI: 10.1111/j.1539-6975.2009.01292.x
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    Cited by:

    1. 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.
    2. Gilbert E. Metcalf, 2006. "Value-Added Tax," Discussion Papers Series, Department of Economics, Tufts University 0608, Department of Economics, Tufts University.
    3. A. A. Withagen-Koster & R. C. Kleef & F. Eijkenaar, 2020. "Incorporating self-reported health measures in risk equalization through constrained regression," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 21(4), pages 513-528, June.
    4. 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.
    5. Karen Eggleston & Randall P. Ellis & Mingshan Lu, 2012. "Risk adjustment and prevention," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 45(4), pages 1586-1607, November.
    6. 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.
    7. Karen Eggleston & Randall P. Ellis & Mingshan Lu, 2007. "Prevention and Dynamic Risk Adjustment," Boston University - Department of Economics - Working Papers Series WP2007-023, Boston University - Department of Economics.
    8. 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.
    9. Wynand P. M. M. Ven & René C. J. A. Vliet & Richard C. Kleef, 2017. "How can the regulator show evidence of (no) risk selection in health insurance markets? Conceptual framework and empirical evidence," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 18(2), pages 167-180, March.
    10. 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.
    11. 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.
    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.

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    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets

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