IDEAS home Printed from https://ideas.repec.org/a/bla/rmgtin/v27y2024i2p137-160.html
   My bibliography  Save this article

Heterogeneity in crowd‐out by risk aversion: Assessing the effect of the ACA Medicaid expansion

Author

Listed:
  • Sezen O. Onal

Abstract

In this study, I estimate the heterogeneity in the crowd‐out of private health insurance by risk aversion with the Medicaid expansion under the Affordable Care Act. Using data from the Health and Retirement Study, I find that the Medicaid expansion led to a decrease in private coverage among risk‐loving individuals by 5 percentage points. However, the expansion did not lead to any meaningful change in private coverage for risk‐averse individuals. This finding suggests that risk‐averse individuals are willing to keep their private coverage, even though they become eligible for Medicaid. This potentially signals a sorting effect into private insurance. Under the assumption that highly risk‐averse individuals typically display superior health conditions, this preferential behavior could signify a form of advantageous selection into private insurance. Furthermore, the expansion increased Medicaid coverage by 3.4 percentage points for risk‐loving individuals, while not causing any discernible change in coverage among risk‐averse individuals. Such differential responses could potentially influence the risk composition of Medicaid coverage, and subsequently impact the cumulative expenditure associated with it.

Suggested Citation

  • Sezen O. Onal, 2024. "Heterogeneity in crowd‐out by risk aversion: Assessing the effect of the ACA Medicaid expansion," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 27(2), pages 137-160, June.
  • Handle: RePEc:bla:rmgtin:v:27:y:2024:i:2:p:137-160
    DOI: 10.1111/rmir.12267
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/rmir.12267
    Download Restriction: no

    File URL: https://libkey.io/10.1111/rmir.12267?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Robert Kaestner & Bowen Garrett & Jiajia Chen & Anuj Gangopadhyaya & Caitlyn Fleming, 2017. "Effects of ACA Medicaid Expansions on Health Insurance Coverage and Labor Supply," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 36(3), pages 608-642, June.
    2. Donkers, Bas & Melenberg, Bertrand & Van Soest, Arthur, 2001. "Estimating Risk Attitudes Using Lotteries: A Large Sample Approach," Journal of Risk and Uncertainty, Springer, vol. 22(2), pages 165-195, March.
    3. Cynthia Bansak & Steven Raphael, 2007. "The effects of state policy design features on take-up and crowd-out rates for the state children's health insurance program," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 26(1), pages 149-175.
    4. Frean, Molly & Gruber, Jonathan & Sommers, Benjamin D., 2017. "Premium subsidies, the mandate, and Medicaid expansion: Coverage effects of the Affordable Care Act," Journal of Health Economics, Elsevier, vol. 53(C), pages 72-86.
    5. Dillender, Marcus, 2017. "Medicaid, family spending, and the financial implications of crowd-out," Journal of Health Economics, Elsevier, vol. 53(C), pages 1-16.
    6. Hans P. Binswanger, 1980. "Attitudes Toward Risk: Experimental Measurement in Rural India," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 62(3), pages 395-407.
    7. Charles Courtemanche & James Marton & Aaron Yelowitz, 2016. "Who Gained Insurance Coverage in 2014, the First Year of Full ACA Implementation?," Health Economics, John Wiley & Sons, Ltd., vol. 25(6), pages 778-784, June.
    8. Alma Cohen & Liran Einav, 2007. "Estimating Risk Preferences from Deductible Choice," American Economic Review, American Economic Association, vol. 97(3), pages 745-788, June.
    9. de Meza, David & Webb, David C, 2001. "Advantageous Selection in Insurance Markets," RAND Journal of Economics, The RAND Corporation, vol. 32(2), pages 249-262, Summer.
    10. Wright, Joshua, 2017. "To what extent does income predict an individual’s risk profile in the UK (2012- 2014)," MPRA Paper 80757, University Library of Munich, Germany.
    11. Binswanger, Hans P, 1981. "Attitudes toward Risk: Theoretical Implications of an Experiment in Rural India," Economic Journal, Royal Economic Society, vol. 91(364), pages 867-890, December.
    12. Liran Einav & Amy Finkelstein & Iuliana Pascu & Mark R. Cullen, 2012. "How General Are Risk Preferences? Choices under Uncertainty in Different Domains," American Economic Review, American Economic Association, vol. 102(6), pages 2606-2638, October.
    13. Stephen G. Donald & Kevin Lang, 2007. "Inference with Difference-in-Differences and Other Panel Data," The Review of Economics and Statistics, MIT Press, vol. 89(2), pages 221-233, May.
    14. A. Colin Cameron & Douglas L. Miller, 2015. "A Practitioner’s Guide to Cluster-Robust Inference," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 317-372.
    15. David Card & Lara D. Shore-Sheppard, 2004. "Using Discontinuous Eligibility Rules to Identify the Effects of the Federal Medicaid Expansions on Low-Income Children," The Review of Economics and Statistics, MIT Press, vol. 86(3), pages 752-766, August.
    16. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    17. David E. Frisvold & Younsoo Jung, 2018. "The impact of expanding Medicaid on health insurance coverage and labor market outcomes," International Journal of Health Economics and Management, Springer, vol. 18(2), pages 99-121, June.
    18. David M. Cutler & Jonathan Gruber, 1996. "Does Public Insurance Crowd out Private Insurance?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(2), pages 391-430.
    19. Joop Hartog & Ada Ferrer‐i‐Carbonell & Nicole Jonker, 2002. "Linking Measured Risk Aversion to Individual Characteristics," Kyklos, Wiley Blackwell, vol. 55(1), pages 3-26.
    20. Levon Barseghyan & Jeffrey Prince & Joshua C. Teitelbaum, 2011. "Are Risk Preferences Stable across Contexts? Evidence from Insurance Data," American Economic Review, American Economic Association, vol. 101(2), pages 591-631, April.
    21. Gruber, Jonathan & Simon, Kosali, 2008. "Crowd-out 10 years later: Have recent public insurance expansions crowded out private health insurance?," Journal of Health Economics, Elsevier, vol. 27(2), pages 201-217, March.
    22. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    23. Blumberg, Linda J. & Dubay, Lisa & Norton, Stephen A., 2000. "Did the Medicaid expansions for children displace private insurance? An analysis using the SIPP," Journal of Health Economics, Elsevier, vol. 19(1), pages 33-60, January.
    24. Hamersma, Sarah & Kim, Matthew, 2013. "Participation and crowd out: Assessing the effects of parental Medicaid expansions," Journal of Health Economics, Elsevier, vol. 32(1), pages 160-171.
    25. Wagner, Kathryn L., 2015. "Medicaid expansions for the working age disabled: Revisiting the crowd-out of private health insurance," Journal of Health Economics, Elsevier, vol. 40(C), pages 69-82.
    26. Jean M. Abraham & Anne B. Royalty & Coleman Drake, 2019. "The impact of Medicaid expansion on employer provision of health insurance," International Journal of Health Economics and Management, Springer, vol. 19(3), pages 317-340, December.
    27. Liran Einav & Amy Finkelstein & Paul Schrimpf, 2007. "The Welfare Cost of Asymmetric Information: Evidence from the U.K. Annuity Market," NBER Working Papers 13228, National Bureau of Economic Research, Inc.
    28. 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.
    29. Gruber, Jon & Kim, John & Mayzlin, Dina, 1999. "Physician fees and procedure intensity: the case of cesarean delivery," Journal of Health Economics, Elsevier, vol. 18(4), pages 473-490, August.
    30. McGuire, Thomas G. & Pauly, Mark V., 1991. "Physician response to fee changes with multiple payers," Journal of Health Economics, Elsevier, vol. 10(4), pages 385-410.
    Full references (including those not matched with items on IDEAS)

    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. Ellis, Cameron M. & Esson, Meghan I., 2021. "Crowd-Out and Emergency Department Utilization," Journal of Health Economics, Elsevier, vol. 80(C).
    2. Jun Yeong Lee & John V. Winters, 2022. "State Medicaid Expansion and the Self-Employed," Small Business Economics, Springer, vol. 59(3), pages 925-954, October.
    3. Wagner, Kathryn L., 2016. "Shock, but no shift: Hospitals' responses to changes in patient insurance mix," Journal of Health Economics, Elsevier, vol. 49(C), pages 46-58.
    4. Pauline Leung & Alexandre Mas, 2018. "Employment Effects of the Affordable Care Act Medicaid Expansions," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 57(2), pages 206-234, April.
    5. Craig L. Garthwaite, 2011. "The Doctor Might See You Now: The Supply Side Effects of Public Health Insurance Expansions," NBER Working Papers 17070, National Bureau of Economic Research, Inc.
    6. Thomas Buchmueller & John C. Ham & Lara D. Shore-Sheppard, 2015. "The Medicaid Program," NBER Chapters, in: Economics of Means-Tested Transfer Programs in the United States, Volume 1, pages 21-136, National Bureau of Economic Research, Inc.
    7. 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.
    8. Hamersma, Sarah & Maclean, Johanna Catherine, 2021. "Do expansions in adolescent access to public insurance affect the decisions of substance use disorder treatment providers?," Journal of Health Economics, Elsevier, vol. 76(C).
    9. Raj Chetty & Amy Finkelstein, 2012. "Social Insurance: Connecting Theory to Data," NBER Working Papers 18433, National Bureau of Economic Research, Inc.
    10. Pauline Leung & Alexandre Mas, 2016. "Employment Effects of the ACA Medicaid Expansions," Working Papers 594, Princeton University, Department of Economics, Industrial Relations Section..
    11. Jean M. Abraham & Anne B. Royalty & Coleman Drake, 2019. "The impact of Medicaid expansion on employer provision of health insurance," International Journal of Health Economics and Management, Springer, vol. 19(3), pages 317-340, December.
    12. Wagner, Kathryn L., 2015. "Medicaid expansions for the working age disabled: Revisiting the crowd-out of private health insurance," Journal of Health Economics, Elsevier, vol. 40(C), pages 69-82.
    13. Sarah Hamersma & Matthew Kim & Brenden Timpe, 2019. "The Effect Of Parental Medicaid Expansions On Children'S Health Insurance Coverage," Contemporary Economic Policy, Western Economic Association International, vol. 37(2), pages 297-311, April.
    14. Fezzi, Carlo & Menapace, Luisa & Raffaelli, Roberta, 2021. "Estimating risk preferences integrating insurance choices with subjective beliefs," European Economic Review, Elsevier, vol. 135(C).
    15. Galizzi, Matteo M. & Machado, Sara R. & Miniaci, Raffaele, 2016. "Temporal stability, cross-validity, and external validity of risk preferences measures: experimental evidence from a UK representative sample," LSE Research Online Documents on Economics 67554, London School of Economics and Political Science, LSE Library.
    16. Sezen O. Onal, 2023. "Does the ACA Medicaid Expansion Encourage Labor Market Exits of Older Workers?," Journal of Labor Research, Springer, vol. 44(1), pages 56-93, June.
    17. Phillip B. Levine & Robin McKnight & Samantha Heep, 2009. "Public Policy, Health Insurance and the Transition to Adulthood," NBER Working Papers 15114, National Bureau of Economic Research, Inc.
    18. Johannes Spinnewijn, 2017. "Heterogeneity, Demand for Insurance, and Adverse Selection," American Economic Journal: Economic Policy, American Economic Association, vol. 9(1), pages 308-343, February.
    19. Mark Duggan & Gopi Shah Goda & Emilie Jackson, 2019. "The Effects of the Affordable Care Act on Health Insurance Coverage and Labor Market Outcomes," National Tax Journal, National Tax Association;National Tax Journal, vol. 72(2), pages 261-322, June.
    20. Insoo Cho & Peter F. Orazem & Tanya Rosenblat, 2018. "Are Risk Attitudes Fixed Factors or Fleeting Feelings?," Journal of Labor Research, Springer, vol. 39(2), pages 127-149, June.

    More about this item

    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:bla:rmgtin:v:27:y:2024:i:2:p:137-160. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=1098-1616 .

    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.