IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/26153.html
   My bibliography  Save this paper

The Role of Behavioral Frictions in Health Insurance Marketplace Enrollment and Risk: Evidence from a Field Experiment

Author

Listed:
  • Richard Domurat
  • Isaac Menashe
  • Wesley Yin

Abstract

We experimentally varied information mailed to 87,000 households in California's health insurance marketplace to study the role of frictions in insurance take-up. Reminders about the enrollment deadline raised enrollment by 1.3 pp (16 percent), in this typically low take-up population. Heterogeneous effects of personalized subsidy information indicate systematic misperceptions about program benefits. Consistent with an adverse selection model with frictional enrollment costs, the intervention lowered average spending risk by 5.1 percent, implying that marginal respondents were 37 percent less costly than inframarginal consumers. We observe the largest positive selection among low income consumers, who exhibit the largest frictions in enrollment. Finally, the intervention raised average consumer WTP for insurance by $25 to $54 per month. These results suggest that frictions may partially explain low measured WTP for marketplace insurance, and that interventions reducing them can improve enrollment and market risk in exchanges.

Suggested Citation

  • Richard Domurat & Isaac Menashe & Wesley Yin, 2019. "The Role of Behavioral Frictions in Health Insurance Marketplace Enrollment and Risk: Evidence from a Field Experiment," NBER Working Papers 26153, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:26153
    Note: EH
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w26153.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. repec:mpr:mprres:7375 is not listed on IDEAS
    2. 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.
    3. Jeffrey R. Kling & Sendhil Mullainathan & Eldar Shafir & Lee C. Vermeulen & Marian V. Wrobel, 2012. "Comparison Friction: Experimental Evidence from Medicare Drug Plans," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 199-235.
    4. Sonia Jaffe & Mark Shepard, 2020. "Price-Linked Subsidies and Imperfect Competition in Health Insurance," American Economic Journal: Economic Policy, American Economic Association, vol. 12(3), pages 279-311, August.
    5. Raj Chetty & John N. Friedman & Emmanuel Saez, 2013. "Using Differences in Knowledge across Neighborhoods to Uncover the Impacts of the EITC on Earnings," American Economic Review, American Economic Association, vol. 103(7), pages 2683-2721, December.
    6. Martin B. Hackmann & Jonathan T. Kolstad & Amanda E. Kowalski, 2015. "Adverse Selection and an Individual Mandate: When Theory Meets Practice," American Economic Review, American Economic Association, vol. 105(3), pages 1030-1066, March.
    7. Michael Geruso & Timothy J. Layton, 2017. "Selection in Health Insurance Markets and Its Policy Remedies," Journal of Economic Perspectives, American Economic Association, vol. 31(4), pages 23-50, Fall.
    8. Keith M. Marzilli Ericson, 2011. "Forgetting We Forget: Overconfidence And Memory," Journal of the European Economic Association, European Economic Association, vol. 9(1), pages 43-60, February.
    9. Michael Geruso & Timothy J. Layton & Grace McCormack & Mark Shepard, 2023. "The Two-Margin Problem in Insurance Markets," The Review of Economics and Statistics, MIT Press, vol. 105(2), pages 237-257, March.
    10. Raj Chetty & Adam Looney & Kory Kroft, 2009. "Salience and Taxation: Theory and Evidence," American Economic Review, American Economic Association, vol. 99(4), pages 1145-1177, September.
    11. Saurabh Bhargava & Dayanand Manoli, 2015. "Psychological Frictions and the Incomplete Take-Up of Social Benefits: Evidence from an IRS Field Experiment," American Economic Review, American Economic Association, vol. 105(11), pages 3489-3529, November.
    12. Ericson, Keith M. Marzilli & Starc, Amanda, 2016. "How product standardization affects choice: Evidence from the Massachusetts Health Insurance Exchange," Journal of Health Economics, Elsevier, vol. 50(C), pages 71-85.
    13. Raj Chetty & Emmanuel Saez, 2013. "Teaching the Tax Code: Earnings Responses to an Experiment with EITC Recipients," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 1-31, January.
    14. Jesse M. Hinde, 2017. "Incentive(less)? The Effectiveness of Tax Credits and Cost-Sharing Subsidies in the Affordable Care Act," American Journal of Health Economics, MIT Press, vol. 3(3), pages 346-369, Summer.
    15. Keith M. Marzilli Ericson, 2014. "Consumer Inertia and Firm Pricing in the Medicare Part D Prescription Drug Insurance Exchange," American Economic Journal: Economic Policy, American Economic Association, vol. 6(1), pages 38-64, February.
    16. Katherine L. Milkman & John Beshears & James J. Choi & David Laibson & Brigitte C. Madrian, 2011. "Using Implementation Intentions Prompts to Enhance Influenza Vaccination Rates," NBER Working Papers 17183, National Bureau of Economic Research, Inc.
    17. Bertrand, Marianne & Shafir, Eldar & Mullainathan, Sendhil, 2006. "Behavioral Economics and Marketing in Aid of Decision Making Among the Poor," Scholarly Articles 2962609, Harvard University Department of Economics.
    18. 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.
    19. Ben Handel & Igal Hendel & Michael D. Whinston, 2015. "Equilibria in Health Exchanges: Adverse Selection versus Reclassification Risk," Econometrica, Econometric Society, vol. 83(4), pages 1261-1313, July.
    20. Ori Heffetz & Ted O'Donoghue & Henry S. Schneider, 2016. "Forgetting and Heterogeneity in Task Delay: Evidence from New York City Parking-Ticket Recipients," NBER Working Papers 23012, National Bureau of Economic Research, Inc.
    21. Keith Marzilli Ericson & Amanda Starc, 2012. "Heuristics and Heterogeneity in Health Insurance Exchanges: Evidence from the Massachusetts Connector," American Economic Review, American Economic Association, vol. 102(3), pages 493-497, May.
    22. Maria Polyakova, 2016. "Regulation of Insurance with Adverse Selection and Switching Costs: Evidence from Medicare Part D," American Economic Journal: Applied Economics, American Economic Association, vol. 8(3), pages 165-195, July.
    23. Dean Karlan & Margaret McConnell & Sendhil Mullainathan & Jonathan Zinman, 2016. "Getting to the Top of Mind: How Reminders Increase Saving," Management Science, INFORMS, vol. 62(12), pages 3393-3411, December.
    24. Keith Marzilli Ericson, 2017. "On the Interaction of Memory and Procrastination: Implications for Reminders, Deadlines, and Empirical Estimation," Journal of the European Economic Association, European Economic Association, vol. 15(3), pages 692-719.
    25. Saurabh Bhargava & George Loewenstein & Justin Sydnor, 2017. "Choose to Lose: Health Plan Choices from a Menu with Dominated Option," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1319-1372.
    26. Lerman, Amy E. & Sadin, Meredith L. & Trachtman, Samuel, 2017. "Policy Uptake as Political Behavior: Evidence from the Affordable Care Act," American Political Science Review, Cambridge University Press, vol. 111(4), pages 755-770, November.
    27. 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.
    28. Jesse M. Hinde, 2017. "Incentive(less)? The Effectiveness of Tax Credits and Cost-Sharing Subsidies in the Affordable Care Act," American Journal of Health Economics, University of Chicago Press, vol. 3(3), pages 346-369, Summer.
    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. Wendy Netter Epstein & Christopher T. Robertson & David Yokum & Hansoo Ko & Kevin H. Wilson & Monica Ramos & Katherine Kettering & Margaret Houtz, 2022. "Can moral framing drive insurance enrollment in the United States?," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 19(4), pages 804-843, December.
    2. Sai Krishnan S. & Subramanian S. Iyer & Sai Balaji SMR, 2022. "Insights from behavioral economics for policymakers of choice‐based health insurance markets: A scoping review," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 25(2), pages 115-143, June.
    3. Naoki Aizawa & You Suk Kim, 2020. "Public and Private Provision of Information in Market-Based Public Programs: Evidence from Advertising in Health Insurance Marketplaces," NBER Working Papers 27695, National Bureau of Economic Research, Inc.

    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. Benjamin R. Handel & Jonathan T. Kolstad, 2021. "The Affordable Care Act After a Decade: Industrial Organization of the Insurance Exchanges," NBER Working Papers 29178, National Bureau of Economic Research, Inc.
    3. Michael Geruso & Timothy J. Layton & Grace McCormack & Mark Shepard, 2023. "The Two-Margin Problem in Insurance Markets," The Review of Economics and Statistics, MIT Press, vol. 105(2), pages 237-257, March.
    4. 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.
    5. Sonia Jaffe & Mark Shepard, 2017. "Price-Linked Subsidies and Health Insurance Markups," Working Papers 2017-084, Human Capital and Economic Opportunity Working Group.
    6. Keith Marzilli Ericson & Justin Sydnor, 2017. "The Questionable Value of Having a Choice of Levels of Health Insurance Coverage," Journal of Economic Perspectives, American Economic Association, vol. 31(4), pages 51-72, Fall.
    7. Sonia Jaffe & Mark Shepard, 2020. "Price-Linked Subsidies and Imperfect Competition in Health Insurance," American Economic Journal: Economic Policy, American Economic Association, vol. 12(3), pages 279-311, August.
    8. Alex Rees-Jones & Dmitry Taubinsky, 2018. "Taxing Humans: Pitfalls of the Mechanism Design Approach and Potential Resolutions," Tax Policy and the Economy, University of Chicago Press, vol. 32(1), pages 107-133.
    9. Roy McGee, 2023. "Adverse Selection Among Early Adopters and Unraveling Innovation," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 2022302, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    10. 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.
    11. Keith Marzilli Ericson & Philipp Kircher & Johannes Spinnewijn & Amanda Starc, 2021. "Inferring Risk Perceptions and Preferences Using Choice from Insurance Menus: Theory and Evidence," The Economic Journal, Royal Economic Society, vol. 131(634), pages 713-744.
    12. Michael Geruso & Timothy J. Layton, 2017. "Selection in Health Insurance Markets and Its Policy Remedies," Journal of Economic Perspectives, American Economic Association, vol. 31(4), pages 23-50, Fall.
    13. Xavier Gabaix, 2017. "Behavioral Inattention," NBER Working Papers 24096, National Bureau of Economic Research, Inc.
    14. Jonathan Gruber & Benjamin R. Handel & Samuel H. Kina & Jonathan T. Kolstad, 2020. "Managing Intelligence: Skilled Experts and AI in Markets for Complex Products," NBER Working Papers 27038, National Bureau of Economic Research, Inc.
    15. M. Kate Bundorf & Maria Polyakova & Ming Tai-Seale, 2019. "How do Humans Interact with Algorithms? Experimental Evidence from Health Insurance," NBER Working Papers 25976, National Bureau of Economic Research, Inc.
    16. Olivier Darmouni & Dan Zeltzer, 2022. "Horizon effects and adverse selection in health insurance markets," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 55(2), pages 800-827, May.
    17. Amy Finkelstein & Nathaniel Hendren & Mark Shepard, 2017. "Subsidizing Health Insurance for Low-Income Adults: Evidence from Massachusetts," NBER Working Papers 23668, National Bureau of Economic Research, Inc.
    18. Tomas Pedro Sanguinetti, 2019. "How Do Couples Choose Individual Insurance Plans? Evidence from Medicare Part D," 2019 Papers psa1760, Job Market Papers.
    19. Chatterjee, Indradeb & Hao, MingJie & Tapadar, Pradip & Thomas, R. Guy, 2024. "Can price collars increase insurance loss coverage?," Insurance: Mathematics and Economics, Elsevier, vol. 116(C), pages 74-94.
    20. Altmann, Steffen & Grunewald, Andreas & Radbruch, Jonas, 2019. "Passive Choices and Cognitive Spillovers," IZA Discussion Papers 12337, Institute of Labor Economics (IZA).

    More about this item

    JEL classification:

    • D03 - Microeconomics - - General - - - Behavioral Microeconomics: Underlying Principles
    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private

    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:26153. 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.