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More intelligent designs: Comparing the effectiveness of choice architectures in US health insurance marketplaces

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  • Barnes, Andrew J.
  • Karpman, Michael
  • Long, Sharon K.
  • Hanoch, Yaniv
  • Rice, Thomas

Abstract

We examine the effectiveness of alternate choice architectures for health plan choice in US marketplaces under the Affordable Care Act (ACA) using three experiments based on the Health Reform Monitoring Survey: two experiments tested how choice architectures used in presenting information on health plans influenced plan choices and how existing designs could be improved; the third experiment checked the robustness of the choice architecture effects to more naturalistic choice scenarios in which consumers select plans when future medical spending is uncertain. More vulnerable consumers (e.g., worse health, lower literacy) experienced the largest relative improvements when ACA marketplace plans were displayed and sorted by total expected costs for the year rather than premiums (Experiment 1). The benefits of sorting plans by total expected costs was not improved further by making the importance of total expected costs more salient or by providing just-in-time education about such costs (Experiment 2). However, just-in-time education increased the likelihood consumers did not choose a plan, suggesting they may be in the process of updating their plan selection strategy given the new information. Broadly, these results were consistent across alternative scenarios where total expected costs were subject to uncertainty and consistent with expected patterns of consumer behavior under risk aversion (Experiment 3). Thus, a policy-feasible mechanism—sorting health plan options by and highlighting total expected costs—may improve health plan choices, saving money for consumers and the government.

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  • Barnes, Andrew J. & Karpman, Michael & Long, Sharon K. & Hanoch, Yaniv & Rice, Thomas, 2021. "More intelligent designs: Comparing the effectiveness of choice architectures in US health insurance marketplaces," Organizational Behavior and Human Decision Processes, Elsevier, vol. 163(C), pages 142-164.
  • Handle: RePEc:eee:jobhdp:v:163:y:2021:i:c:p:142-164
    DOI: 10.1016/j.obhdp.2019.02.002
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    References listed on IDEAS

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    1. Eric J Johnson & Ran Hassin & Tom Baker & Allison T Bajger & Galen Treuer, 2013. "Can Consumers Make Affordable Care Affordable? The Value of Choice Architecture," PLOS ONE, Public Library of Science, vol. 8(12), pages 1-6, December.
    2. Loewenstein, George & Friedman, Joelle Y. & McGill, Barbara & Ahmad, Sarah & Linck, Suzanne & Sinkula, Stacey & Beshears, John & Choi, James J. & Kolstad, Jonathan & Laibson, David & Madrian, Brigitte, 2013. "Consumers’ misunderstanding of health insurance," Journal of Health Economics, Elsevier, vol. 32(5), pages 850-862.
    3. 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.
    4. Quaschning, Simon & Pandelaere, Mario & Vermeir, Iris, 2014. "When and why attribute sorting affects attribute weights in decision-making," Journal of Business Research, Elsevier, vol. 67(7), pages 1530-1536.
    5. Sinaiko, Anna D. & Hirth, Richard A., 2011. "Consumers, health insurance and dominated choices," Journal of Health Economics, Elsevier, vol. 30(2), pages 450-457, March.
    6. Eric Johnson & Suzanne Shu & Benedict Dellaert & Craig Fox & Daniel Goldstein & Gerald Häubl & Richard Larrick & John Payne & Ellen Peters & David Schkade & Brian Wansink & Elke Weber, 2012. "Beyond nudges: Tools of a choice architecture," Marketing Letters, Springer, vol. 23(2), pages 487-504, June.
    7. Loewenstein, George & Friedman, Joelle Y. & McGill, Barbara & Ahmad, Sarah & Linck, Suzanne & Sinkula, Stacey & Beshears, John Leonard & Choi, James J. & Kolstad, Jonathan & Laibson, David I. & Madria, 2013. "Consumers’ Misunderstanding of Health Insurance," Scholarly Articles 17190506, Harvard University Department of Economics.
    8. Jason T. Abaluck & Jonathan Gruber, 2009. "Choice Inconsistencies Among the Elderly: Evidence from Plan Choice in the Medicare Part D Program," NBER Working Papers 14759, National Bureau of Economic Research, Inc.
    9. Jason Abaluck & Jonathan Gruber, 2016. "Evolving Choice Inconsistencies in Choice of Prescription Drug Insurance," American Economic Review, American Economic Association, vol. 106(8), pages 2145-2184, August.
    10. Angela Fagerlin & Brian J. Zikmund-Fisher & Peter A. Ubel & Aleksandra Jankovic & Holly A. Derry & Dylan M. Smith, 2007. "Measuring Numeracy without a Math Test: Development of the Subjective Numeracy Scale," Medical Decision Making, , vol. 27(5), pages 672-680, September.
    11. Gerald Häubl & Valerie Trifts, 2000. "Consumer Decision Making in Online Shopping Environments: The Effects of Interactive Decision Aids," Marketing Science, INFORMS, vol. 19(1), pages 4-21, May.
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    1. Ilea, Passion & Ilea, Ian, 2024. "Administrative burden for patients in U.S. health care settings Post-Affordable Care Act: A scoping review," Social Science & Medicine, Elsevier, vol. 345(C).

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