IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/19399.html
   My bibliography  Save this paper

Equilibria in Health Exchanges: Adverse Selection vs. Reclassification Risk

Author

Listed:
  • Benjamin R. Handel
  • Igal Hendel
  • Michael D. Whinston

Abstract

This paper studies regulated health insurance markets known as exchanges, motivated by their inclusion in the Affordable Care Act (ACA). We use detailed health plan choice and utilization data to model individual-level projected health risk and risk preferences. We combine the estimated joint distribution of risk and risk preferences with a model of competitive insurance markets to predict outcomes under different regulations that govern insurers' ability to use health status information in pricing. We investigate the welfare implications of these regulations with an emphasis on two potential sources of inefficiency: (i) adverse selection and (ii) premium reclassification risk. We find that market unravelling from adverse selection is substantial under the proposed pricing rules in the Affordable Care Act (ACA), implying limited coverage for individuals beyond the lowest coverage (Bronze) health plan permitted. Although adverse selection can be attenuated by allowing (partial) pricing of health status, our estimated risk preferences imply that this would create a welfare loss from reclassification risk that is substantially larger than the gains from increasing within-year coverage, provided that consumers can borrow when young to smooth consumption or that age-based pricing is allowed. We extend the analysis to investigate some related issues, including (i) age-based pricing regulation (ii) exchange participation if the individual mandate is unenforceable and (iii) insurer risk-adjustment transfers.

Suggested Citation

  • 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.
  • Handle: RePEc:nbr:nberwo:19399
    Note: EH IO
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w19399.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Igal Hendel & Alessandro Lizzeri, 2003. "The Role of Commitment in Dynamic Contracts: Evidence from Life Insurance," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 299-328.
    3. Cardon, James H & Hendel, Igal, 2001. "Asymmetric Information in Health Insurance: Evidence from the National Medical Expenditure Survey," RAND Journal of Economics, The RAND Corporation, vol. 32(3), pages 408-427, Autumn.
    4. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    5. 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.
    6. Matthew Rabin, 2000. "Risk Aversion and Expected-Utility Theory: A Calibration Theorem," Econometrica, Econometric Society, vol. 68(5), pages 1281-1292, September.
    7. Amy Finkelstein & Kathleen McGarry, 2006. "Multiple Dimensions of Private Information: Evidence from the Long-Term Care Insurance Market," American Economic Review, American Economic Association, vol. 96(4), pages 938-958, September.
    8. Keith M. Marzilli Ericson & Amanda Starc, 2015. "Pricing Regulation and Imperfect Competition on the Massachusetts Health Insurance Exchange," The Review of Economics and Statistics, MIT Press, vol. 97(3), pages 667-682, July.
    9. Jonathan T. Kolstad & Amanda E. Kowalski, 2012. "Mandate-Based Health Reform and the Labor Market:� Evidence from the Massachusetts Reform," Cowles Foundation Discussion Papers 1855, Cowles Foundation for Research in Economics, Yale University.
    10. Amy Finkelstein & Kathleen McGarry & Amir Sufi, 2005. "Dynamic Inefficiencies in Insurance Markets: Evidence from Long-Term Care Insurance," American Economic Review, American Economic Association, vol. 95(2), pages 224-228, May.
    11. 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.
    12. Kolstad, Jonathan T. & Kowalski, Amanda E., 2016. "Mandate-based health reform and the labor market: Evidence from the Massachusetts reform," Journal of Health Economics, Elsevier, vol. 47(C), pages 81-106.
    13. Engers, Maxim & Fernandez, Luis F, 1987. "Market Equilibrium with Hidden Knowledge and Self-selection," Econometrica, Econometric Society, vol. 55(2), pages 425-439, March.
    14. 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.
    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. 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.
    2. 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.
    3. Amanda E. Kowalski, 2015. "What Do Longitudinal Data on Millions of Hospital Visits Tell Us about the Value of Public Health Insurance as a Safety Net for the Young and Privately Insured"," Cowles Foundation Discussion Papers 1983, Cowles Foundation for Research in Economics, Yale University.
    4. Koch, Thomas G., 2014. "One pool to insure them all? Age, risk and the price(s) of medical insurance," International Journal of Industrial Organization, Elsevier, vol. 35(C), pages 1-11.
    5. 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.
    6. Jeffrey Clemens, 2015. "Regulatory Redistribution in the Market for Health Insurance," American Economic Journal: Applied Economics, American Economic Association, vol. 7(2), pages 109-134, April.
    7. Fang, H., 2016. "Insurance Markets for the Elderly," Handbook of the Economics of Population Aging, in: Piggott, John & Woodland, Alan (ed.), Handbook of the Economics of Population Aging, edition 1, volume 1, chapter 0, pages 237-309, Elsevier.
    8. Rong Hai, 2013. "The Determinants of Rising Inequality in Health Insurance and Wages, Second Version," PIER Working Paper Archive 13-071, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 21 Dec 2013.
    9. Florian Scheuer & Kent Smetters, 2014. "Could a Website Really Have Doomed the Health Exchanges? Multiple Equilibria, Initial Conditions and the Construction of the Fine," NBER Working Papers 19835, National Bureau of Economic Research, Inc.
    10. 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.
    11. S. Sriram & Puneet Manchanda & Mercedes Bravo & Junhong Chu & Liye Ma & Minjae Song & Scott Shriver & Upender Subramanian, 2015. "Platforms: a multiplicity of research opportunities," Marketing Letters, Springer, vol. 26(2), pages 141-152, June.
    12. Rong Hai, 2013. "The Determinants of Rising Inequality in Health Insurance and Wages," Working Papers 2013-007, Becker Friedman Institute for Research In Economics.

    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. Martin Gaynor & Kate Ho & Robert J. Town, 2015. "The Industrial Organization of Health-Care Markets," Journal of Economic Literature, American Economic Association, vol. 53(2), pages 235-284, June.
    2. Raj Chetty & Amy Finkelstein, 2012. "Social Insurance: Connecting Theory to Data," NBER Working Papers 18433, National Bureau of Economic Research, Inc.
    3. 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.
    4. Soheil Ghili & Ben Handel & Igal Hendel & Michael D. Whinston, 2019. "Optimal Long-Term Health Insurance Contracts: Characterization, Computation, and Welfare Effects," Cowles Foundation Discussion Papers 2218R, Cowles Foundation for Research in Economics, Yale University, revised Jul 2020.
    5. Soheil Ghili & Ben Handel & Igal Hendel & Michael D. Whinston, 2019. "The Welfare Effects of Long-Term Health Insurance Contracts," Cowles Foundation Discussion Papers 2218, Cowles Foundation for Research in Economics, Yale University.
    6. Soheil Ghili & Ben Handel & Igal Hendel & Michael D. Whinston, 2019. "Optimal Long-Term Health Insurance Contracts: Characterization, Computation, and Welfare Effects," Cowles Foundation Discussion Papers 2218R2, Cowles Foundation for Research in Economics, Yale University, revised May 2021.
    7. Benjamin R. Handel & Igal Hendel & Michael D. Whinston, 2017. "The Welfare Effects of Long-Term Health Insurance Contracts," NBER Working Papers 23624, National Bureau of Economic Research, Inc.
    8. Nathaniel Hendren & Camille Landais & Johannes Spinnewijn, 2021. "Choice in Insurance Markets: A Pigouvian Approach to Social Insurance Design," Annual Review of Economics, Annual Reviews, vol. 13(1), pages 457-486, August.
    9. 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.
    10. Dardanoni, Valentino & Li Donni, Paolo, 2012. "Incentive and selection effects of Medigap insurance on inpatient care," Journal of Health Economics, Elsevier, vol. 31(3), pages 457-470.
    11. Powell, David & Goldman, Dana, 2021. "Disentangling moral hazard and adverse selection in private health insurance," Journal of Econometrics, Elsevier, vol. 222(1), pages 141-160.
    12. Liran Einav & Amy Finkelstein, 2023. "Empirical analyses of selection and welfare in insurance markets: a self-indulgent survey," The Geneva Risk and Insurance Review, Palgrave Macmillan;International Association for the Study of Insurance Economics (The Geneva Association), vol. 48(2), pages 167-191, September.
    13. Andrea Attar & Thomas Mariotti & François Salanié, 2022. "Regulating Insurance Markets: Multiple Contracting And Adverse Selection," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 63(3), pages 981-1020, August.
    14. Fang, H., 2016. "Insurance Markets for the Elderly," Handbook of the Economics of Population Aging, in: Piggott, John & Woodland, Alan (ed.), Handbook of the Economics of Population Aging, edition 1, volume 1, chapter 0, pages 237-309, Elsevier.
    15. Capatina, Elena, 2020. "Selection in employer sponsored health insurance," Journal of Health Economics, Elsevier, vol. 71(C).
    16. Xiaoqi Zhang & Yi Chen & Yi Yao, 2021. "Dynamic information asymmetry in micro health insurance: implications for sustainability," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 46(3), pages 468-507, July.
    17. Juan Pablo Atal, 2019. "Lock-in in Dynamic Health Insurance Contracts: Evidence from Chile," PIER Working Paper Archive 19-020, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    18. Saurabh Bhargava & George Loewenstein & Justin Sydnor, 2015. "Do Individuals Make Sensible Health Insurance Decisions? Evidence from a Menu with Dominated Options," NBER Working Papers 21160, National Bureau of Economic Research, Inc.
    19. Gunnsteinsson, Snaebjorn, 2020. "Experimental identification of asymmetric information: Evidence on crop insurance in the Philippines," Journal of Development Economics, Elsevier, vol. 144(C).
    20. Annette Hofmann & Mark Browne, 2013. "One-sided commitment in dynamic insurance contracts: Evidence from private health insurance in Germany," Journal of Risk and Uncertainty, Springer, vol. 46(1), pages 81-112, February.

    More about this item

    JEL classification:

    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies; Actuarial Studies
    • 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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:nbr:nberwo:19399. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    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.