Nothing Special   »   [go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/14759.html
   My bibliography  Save this paper

Choice Inconsistencies Among the Elderly: Evidence from Plan Choice in the Medicare Part D Program

Author

Listed:
  • Jason T. Abaluck
  • Jonathan Gruber
Abstract
The Medicare Part D Prescription Drug Plan represents the most significant privatization of the delivery of a public insurance benefit in recent history, with dozens of private insurers offering a wide range of products with varying prices and product features; the typical elder had a choice of roughly 40 stand-alone drug plans. In this paper we evaluate the choices of elders across this wide array of Part D options using a unique data set of prescription drug claims matched to information on the characteristics of choice sets. We first document that the vast majority of elders are choosing plans that are not on the "efficient portfolio" of plan choice in the sense that an alternative plan offers better risk protection at a lower cost. We then estimate several discrete choice models to document three dimensions along which elders are making choices which are inconsistent with optimization under full information: elders place much more weight on plan premiums than they do on expected out of pocket costs; they place almost no value on variance reducing aspects of plans; and they value plan financial characteristics beyond any impacts on their own financial expenses or risk.These findings are robust to a variety of specifications and econometric approaches. We develop an "adjusted" revealed preference approach that combines data from consumer choices with ex ante restrictions on preferences, and find that in a partial equilibrium setting, restricting the choice set to the three lowest average cost options would have likely raised welfare for elders under the program.

Suggested Citation

  • 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.
  • Handle: RePEc:nbr:nberwo:14759
    Note: AG EH PE
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w14759.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Daniel A. Ackerberg & Marc Rysman, 2005. "Unobserved Product Differentiation in Discrete-Choice Models: Estimating Price Elasticities and Welfare Effects," RAND Journal of Economics, The RAND Corporation, vol. 36(4), pages 771-788, Winter.
    2. Sumit Agarwal & John C. Driscoll & Xavier Gabaix & David Laibson, 2007. "The Age of Reason: Financial Decisions Over the Lifecycle," NBER Working Papers 13191, National Bureau of Economic Research, Inc.
    3. Claudio Lucarelli & Jeffrey Prince & Kosali Simon, 2012. "The Welfare Impact Of Reducing Choice In Medicare Part D: A Comparison Of Two Regulation Strategies," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 53(4), pages 1155-1177, November.
    4. Bertrand, Marianne & Karlan, Dean S. & Mullainathan, Sendhil & Shafir, Eldar & Zinman, Jonathan, 2005. "What's Psychology Worth? A Field Experiment in the Consumer Credit Market," Center Discussion Papers 28441, Yale University, Economic Growth Center.
    5. Ben Irons & Cameron Hepburn, 2007. "Regret Theory and the Tyranny of Choice," The Economic Record, The Economic Society of Australia, vol. 83(261), pages 191-203, June.
    6. Heiss, Florian & McFadden, Daniel L. & Winter, Joachim, 2006. "Who failed to enroll in Medicare Part D, and why? Early results," Munich Reprints in Economics 19427, University of Munich, Department of Economics.
    7. Mitchell, Olivia S. & Utkus, Stephen P. (ed.), 2004. "Pension Design and Structure: New Lessons from Behavioral Finance," OUP Catalogue, Oxford University Press, number 9780199273393.
    8. Dmitri Kuksov & J. Miguel Villas-Boas, 2010. "When More Alternatives Lead to Less Choice," Marketing Science, INFORMS, vol. 29(3), pages 507-524, 05-06.
    9. Hausman, J. A. & Abrevaya, Jason & Scott-Morton, F. M., 1998. "Misclassification of the dependent variable in a discrete-response setting," Journal of Econometrics, Elsevier, vol. 87(2), pages 239-269, September.
    10. repec:feb:natura:0021 is not listed on IDEAS
    11. Marianne Bertrand & Dean Karlan & Sendhil Mullainathan & Eldar Shafir & Jonathan Zinman, 2010. "What's Advertising Content Worth? Evidence from a Consumer Credit Marketing Field Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 263-306.
    12. Emir Kamenica, 2008. "Contextual Inference in Markets: On the Informational Content of Product Lines," American Economic Review, American Economic Association, vol. 98(5), pages 2127-2149, December.
    13. Amil Petrin, 2002. "Quantifying the Benefits of New Products: The Case of the Minivan," Journal of Political Economy, University of Chicago Press, vol. 110(4), pages 705-729, August.
    14. Florian Heiss & Daniel McFadden & Joachim Winter, 2010. "Mind the Gap! Consumer Perceptions and Choices of Medicare Part D Prescription Drug Plans," NBER Chapters, in: Research Findings in the Economics of Aging, pages 413-481, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    Citations

    Blog mentions

    As found by EconAcademics.org, the blog aggregator for Economics research:
    1. Abulek and Gruber - Choice Inconsistencies Among the Elderly
      by Liam Delaney in Geary Behaviour Centre on 2009-08-09 23:43:00

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hastings, Justine & Mitchell, Olivia S., 2020. "How financial literacy and impatience shape retirement wealth and investment behaviors," Journal of Pension Economics and Finance, Cambridge University Press, vol. 19(1), pages 1-20, January.
    2. Jason Abaluck & Jonathan Gruber, 2016. "Choice Inconsistencies among the Elderly: Evidence from Plan Choice in the Medicare Part D Program: Reply," American Economic Review, American Economic Association, vol. 106(12), pages 3962-3987, December.
    3. Gary V. Engelhardt & Jonathan Gruber, 2010. "Medicare Part D and the Financial Protection of the Elderly," NBER Working Papers 16155, National Bureau of Economic Research, Inc.
    4. Kowalski, Amanda E., 2015. "Estimating the tradeoff between risk protection and moral hazard with a nonlinear budget set model of health insurance," International Journal of Industrial Organization, Elsevier, vol. 43(C), pages 122-135.
    5. Schram, Arthur & Sonnemans, Joep, 2011. "How individuals choose health insurance: An experimental analysis," European Economic Review, Elsevier, vol. 55(6), pages 799-819, August.
    6. Leemore Dafny & Kate Ho & Mauricio Varela, 2013. "Let Them Have Choice: Gains from Shifting Away from Employer-Sponsored Health Insurance and toward an Individual Exchange," American Economic Journal: Economic Policy, American Economic Association, vol. 5(1), pages 32-58, February.
    7. 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.
    8. Darius Lakdawalla & Wesley Yin, 2009. "Insurer Bargaining and Negotiated Drug Prices in Medicare Part D," NBER Working Papers 15330, National Bureau of Economic Research, Inc.
    9. Francesco Decarolis, 2012. "Pricing and Incentives in Publicly Subsidized Health Care Markets: the Case of Medicare Part D," PIER Working Paper Archive 12-026, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    10. Liran Einav & Amy Finkelstein & Jonathan Levin, 2010. "Beyond Testing: Empirical Models of Insurance Markets," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 311-336, September.
    11. 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.
    12. Jason Abaluck & Jonathan Gruber, 2013. "Evolving Choice Inconsistencies in Choice of Prescription Drug Insurance," NBER Working Papers 19163, National Bureau of Economic Research, Inc.
    13. Anuj Kumar & Rahul Telang, 2011. "Product Customization and Customer Service Costs: An Empirical Analysis," Manufacturing & Service Operations Management, INFORMS, vol. 13(3), pages 347-360, July.
    14. James Alm & Carolyn J. Bourdeaux, 2013. "Applying Behavioral Economics to the Public Sector," Hacienda Pública Española / Review of Public Economics, IEF, vol. 206(3), pages 91-134, September.
    15. Gary V. Engelhardt & Jonathan Gruber, 2009. "Medicare Part D and the Financial Protection of the Elderly," Working Papers, Center for Retirement Research at Boston College wp2009-24, Center for Retirement Research, revised Oct 2009.
    16. Michael P. Keane & Susan Thorp, 2016. "Complex Decision Making: The Roles of Cognitive Limitations, Cognitive Decline and Ageing," Economics Papers 2016-W10, Economics Group, Nuffield College, University of Oxford.
    17. Dana P. Goldman & Geoffrey F. Joyce & William B. Vogt, 2011. "Part D Formulary and Benefit Design as a Risk-Steering Mechanism," American Economic Review, American Economic Association, vol. 101(3), pages 382-386, May.
    18. 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.
    19. Florian Heiss & Daniel McFadden & Joachim Winter, 2009. "Regulation of private health insurance markets: Lessons from enrollment, plan type choice, and adverse selection in Medicare Part D," NBER Working Papers 15392, National Bureau of Economic Research, Inc.
    20. Jason Abaluck & Jonathan Gruber, 2015. "The Robustness of Tests for Consumer Choice Inconsistencies," NBER Working Papers 21617, National Bureau of Economic Research, Inc.
    21. Florian Heiss & Daniel McFadden & Joachim Winter, 2011. "The Demand for Medicare Part D Prescription Drug Coverage: Evidence from Four Waves of the Retirement Perspectives Survey," NBER Chapters, in: Explorations in the Economics of Aging, pages 159-182, 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. Liang Guo, 2016. "Contextual Deliberation and Preference Construction," Management Science, INFORMS, vol. 62(10), pages 2977-2993, October.
    2. David Goldreich & Hanna Hałaburda, 2013. "When Smaller Menus Are Better: Variability in Menu-Setting Ability," Management Science, INFORMS, vol. 59(11), pages 2518-2535, November.
    3. Ong, David, 2021. "Predicting choice-averse and choice-loving behaviors in a field experiment with actual shoppers," Journal of Economic Behavior & Organization, Elsevier, vol. 188(C), pages 46-71.
    4. Mikhalishchev, Sergei, 2023. "Optimal menu when agents make mistakes," Research in Economics, Elsevier, vol. 77(1), pages 25-33.
    5. Deb, Joyee & Zhou, Jidong, 2018. "Reference Dependence and Choice Overload," MPRA Paper 86261, University Library of Munich, Germany.
    6. Stefano DellaVigna, 2009. "Psychology and Economics: Evidence from the Field," Journal of Economic Literature, American Economic Association, vol. 47(2), pages 315-372, June.
    7. Dean Karlan & Adam Osman & Nour Shammout, 2021. "Increasing Financial Inclusion in the Muslim World: Evidence from an Islamic Finance Marketing Experiment," The World Bank Economic Review, World Bank, vol. 35(2), pages 376-397.
    8. Choi, James J. & Haisley, Emily & Kurkoski, Jennifer & Massey, Cade, 2017. "Small cues change savings choices," Journal of Economic Behavior & Organization, Elsevier, vol. 142(C), pages 378-395.
    9. Drew Fudenberg, 2006. "Advancing Beyond Advances in Behavioral Economics," Journal of Economic Literature, American Economic Association, vol. 44(3), pages 694-711, September.
    10. 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.
    11. 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.
    12. Jun Li & Serguei Netessine, 2020. "Higher Market Thickness Reduces Matching Rate in Online Platforms: Evidence from a Quasiexperiment," Management Science, INFORMS, vol. 66(1), pages 271-289, January.
    13. Hong Ru & Antoinette Schoar, 2016. "Do Credit Card Companies Screen for Behavioral Biases?," NBER Working Papers 22360, National Bureau of Economic Research, Inc.
    14. Benjamin M. Marx & Lesley J. Turner, 2019. "Student Loan Choice Overload," NBER Working Papers 25905, National Bureau of Economic Research, Inc.
    15. Nagler, Matthew G., 2015. "Trading off the benefits and costs of choice: Evidence from Australian elections," Journal of Economic Behavior & Organization, Elsevier, vol. 114(C), pages 1-12.
    16. Claudio Lucarelli & Jeffrey Prince & Kosali Simon, 2012. "The Welfare Impact Of Reducing Choice In Medicare Part D: A Comparison Of Two Regulation Strategies," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 53(4), pages 1155-1177, November.
    17. Edwards, James T. & List, John A., 2014. "Toward an understanding of why suggestions work in charitable fundraising: Theory and evidence from a natural field experiment," Journal of Public Economics, Elsevier, vol. 114(C), pages 1-13.
    18. Malone, Trey & Lusk, Jayson L., 2017. "The excessive choice effect meets the market: A field experiment on craft beer choice," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 67(C), pages 8-13.
    19. Francesco Decarolis & Maria Polyakova & Stephen P. Ryan, 2020. "Subsidy Design in Privately Provided Social Insurance: Lessons from Medicare Part D," Journal of Political Economy, University of Chicago Press, vol. 128(5), pages 1712-1752.
    20. Chowdhury, Shyamal & Smits, Joeri & Sun, Qigang, 2020. "Contract structure, time preference, and technology adoption," GLO Discussion Paper Series 633, Global Labor Organization (GLO).

    More about this item

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • 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:14759. 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.