IDEAS home Printed from https://ideas.repec.org/a/sae/medema/v30y2010i5p582-593.html

Choice Set Size and Decision Making: The Case of Medicare Part D Prescription Drug Plans

Author

Listed:
  • M. Kate Bundorf

    (Department of Health Research and Policy, Stanford University, Stanford, California, bundorf@stanford.edu)

  • Helena Szrek

    (Centre for Finance and Economics, University of Porto, Portugal)

Abstract

Background. The impact of choice on consumer decision making is controversial in US health policy. Objective. The authors’ objective was to determine how choice set size influences decision making among Medicare beneficiaries choosing prescription drug plans. Methods. The authors randomly assigned members of an Internet-enabled panel age 65 and older to sets of prescription drug plans of varying sizes (2, 5, 10, and 16) and asked them to choose a plan. Respondents answered questions about the plan they chose, the choice set, and the decision process. The authors used ordered probit models to estimate the effect of choice set size on the study outcomes. Results. Both the benefits of choice, measured by whether the chosen plan is close to the ideal plan, and the costs, measured by whether the respondent found decision making difficult, increased with choice set size. Choice set size was not associated with the probability of enrolling in any plan. Conclusions. Medicare beneficiaries face a tension between not wanting to choose from too many options and feeling happier with an outcome when they have more alternatives. Interventions that reduce cognitive costs when choice sets are large may make this program more attractive to beneficiaries.

Suggested Citation

  • M. Kate Bundorf & Helena Szrek, 2010. "Choice Set Size and Decision Making: The Case of Medicare Part D Prescription Drug Plans," Medical Decision Making, , vol. 30(5), pages 582-593, September.
  • Handle: RePEc:sae:medema:v:30:y:2010:i:5:p:582-593
    DOI: 10.1177/0272989X09357793
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0272989X09357793
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0272989X09357793?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. Kosali I. Simon & Claudio Lucarelli, 2006. "What Drove First Year Premiums in Stand-Alone Medicare Drug Plans?," NBER Working Papers 12595, National Bureau of Economic Research, Inc.
    2. Cassie Mogilner & Tamar Rudnick & Sheena Iyengar, 2008. "The Mere Categorization Effect: How the Presence of Categories Increases Choosers' Perceptions of Assortment Variety," Economics Working Papers 0070, Institute for Advanced Study, School of Social Science.
    3. 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.
    4. Mitchell, Olivia S. & Utkus, Stephen P. (ed.), 2004. "Pension Design and Structure: New Lessons from Behavioral Finance," OUP Catalogue, Oxford University Press, number 9780199273393.
    5. Cassie Mogilner & Tamar Rudnick & Sheena S. Iyengar, 2008. "The Mere Categorization Effect: How the Presence of Categories Increases Choosers' Perceptions of Assortment Variety and Outcome Satisfaction," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 35(2), pages 202-215, June.
    6. Siddiqi, Hammad, 2009. "Is the lure of choice reflected in market prices? Experimental evidence based on the 4-door Monty Hall problem," Journal of Economic Psychology, Elsevier, vol. 30(2), pages 203-215, April.
    7. George J. Stigler, 1961. "The Economics of Information," Journal of Political Economy, University of Chicago Press, vol. 69(3), pages 213-213.
    8. Joseph A. Mikels & Andrew E. Reed & Kosali I. Simon, 2009. "Older Adults Place Lower Value on Choice Relative to Young Adults," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 64(4), pages 443-446.
    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. 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.
    2. 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.
    3. Steven Glazerman & Ira Nichols-Barrer & Jon Valant & Jesse Chandler & Alyson Burnett, "undated". "Nudging Parents to Choose Better Schools: The Importance of School Choice Architecture," Mathematica Policy Research Reports dd5063086be143fb75deb193b, Mathematica Policy Research.
    4. Steven Glazerman & Ira Nichols-Barrer & Jon Valant & Alyson Burnett, "undated". "Presenting School Choice Information to Parents: An Evidence-Based Guide, Appendix," Mathematica Policy Research Reports d418c5d8768d4ed8ade319330, Mathematica Policy Research.
    5. Helena Szrek, 2017. "How the number of options and perceived variety influence choice satisfaction: An experiment with prescription drug plans," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 12(1), pages 42-59, January.
    6. Emmert, Martin & Kast, Kristina & Sander, Uwe, 2019. "Characteristics and decision making of hospital report card consumers: Lessons from an onsite-based cross-sectional study," Health Policy, Elsevier, vol. 123(11), pages 1061-1067.
    7. Conor Keegan & Conor Teljeur & Brian Turner & Steve Thomas, 2019. "Switching benefits and costs in the Irish health insurance market: an analysis of consumer surveys," International Journal of Health Economics and Management, Springer, vol. 19(1), pages 15-32, March.
    8. 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.
    9. Spears Dean, 2011. "Intertemporal Bounded Rationality as Consideration Sets with Contraction Consistency," The B.E. Journal of Theoretical Economics, De Gruyter, vol. 11(1), pages 1-16, June.
    10. Steven Glazerman & Ira Nichols-Barrer & Jon Valant & Alyson Burnett, "undated". "Presenting School Choice Information to Parents: An Evidence-Based Guide," Mathematica Policy Research Reports f73a43e4ca6d4ded913947fb3, Mathematica Policy Research.
    11. Bryan Dowd & Roger Feldman, 2012. "Competition and Health Plan Choice," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 13, Edward Elgar Publishing.

    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. Yan, Huan & Chang, En-Chung & Chou, Ting-Jui & Tang, Xiaofei, 2015. "The over-categorization effect: How the number of categorizations influences shoppers' perceptions of variety and satisfaction," Journal of Business Research, Elsevier, vol. 68(3), pages 631-638.
    2. Gustafson Christopher R., 2015. "The Role of Knowledge in Choice, Valuation, and Outcomes for Multi-Attribute Goods," Journal of Agricultural & Food Industrial Organization, De Gruyter, vol. 13(1), pages 33-43, January.
    3. Herzenstein, Michal & Dholakia, Utpal M. & Sonenshein, Scott, 2020. "How the number of options affects prosocial choice," International Journal of Research in Marketing, Elsevier, vol. 37(2), pages 356-370.
    4. Lauren S. Carroll & Mathew P. White & Sabine Pahl, 2011. "The impact of excess choice on deferment of decisions to volunteer," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 6(7), pages 629-637, October.
    5. Park, Jeong-Yeol & Jang, SooCheong (Shawn), 2013. "Confused by too many choices? Choice overload in tourism," Tourism Management, Elsevier, vol. 35(C), pages 1-12.
    6. 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.
    7. Mikhalishchev, Sergei, 2023. "Optimal menu when agents make mistakes," Research in Economics, Elsevier, vol. 77(1), pages 25-33.
    8. Helena Szrek, 2017. "How the number of options and perceived variety influence choice satisfaction: An experiment with prescription drug plans," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 12(1), pages 42-59, January.
    9. Giarlotta, Alfio & Petralia, Angelo & Watson, Stephen, 2023. "Context-sensitive rationality: Choice by salience," Journal of Mathematical Economics, Elsevier, vol. 109(C).
    10. Hasan Bakhshi & Salvatore Novo & Giorgio Fazio, 2023. "The “Great Lockdown” and cultural consumption in the UK," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 47(4), pages 555-587, December.
    11. Chenyu Lv & Ofir Turel & Qinghua He, 2023. "The impact of individual short-term memory capacity on choice overload effect: Is there stimulus specificity?," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 50(4), pages 403-414, December.
    12. Angelo Enrico Petralia, 2024. "Harmful Random Utility Models," Papers 2408.01317, arXiv.org, revised Mar 2026.
    13. Qin, Dan, 2024. "A simple model of two-stage choice," Journal of Mathematical Economics, Elsevier, vol. 112(C).
    14. Yang Wang & Xueming Luo & Zhijie Lin, 2023. "Estimating assortment size effects on platforms: Leveraging imperfect geographic targeting for causal inference," Production and Operations Management, Production and Operations Management Society, vol. 32(11), pages 3394-3412, November.
    15. Orth, Ulrich R. & Crouch, Roberta C., 2014. "Is Beauty in the Aisles of the Retailer? Package Processing in Visually Complex Contexts," Journal of Retailing, Elsevier, vol. 90(4), pages 524-537.
    16. Hee Jin Kim & Song Oh Yoon, 2016. "The effect of category label specificity on consumer choice," Marketing Letters, Springer, vol. 27(4), pages 765-777, December.
    17. Thai, Nguyen T. & Yuksel, Ulku, 2017. "Too many destinations to visit: Tourists’ dilemma?," Annals of Tourism Research, Elsevier, vol. 62(C), pages 38-53.
    18. Lewis, David & Gill, Tripat, 2016. "Is there a mere categorization effect in investment decisions?," International Journal of Research in Marketing, Elsevier, vol. 33(1), pages 232-235.
    19. 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.
    20. Smith, Robert W. & Keller, Kevin Lane, 2021. "If all their products seem the same, all the parts within a product seem the same too: How brand homogeneity polarizes product experiences," International Journal of Research in Marketing, Elsevier, vol. 38(3), pages 698-714.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    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:sae:medema:v:30:y:2010:i:5:p:582-593. 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: SAGE Publications (email available below). General contact details of provider: .

    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.