IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/20976.html
   My bibliography  Save this paper

Prescription Drug Use under Medicare Part D: A Linear Model of Nonlinear Budget Sets

Author

Listed:
  • Jason Abaluck
  • Jonathan Gruber
  • Ashley Swanson

Abstract

Medicare Part D enrollees face a complicated decision problem: they must dynamically choose prescription drug consumption in each period given difficult- to-find prices and a non-linear budget set. We use Medicare Part D claims data from 2006-2009 to estimate a flexible model of consumption that accounts for non-linear budget sets, dynamic incentives due to myopia and uncertainty, and price salience. By using variation away from kink points, we are able to estimate structural models with a linear regression of consumption on coverage range prices. We then compare performance under several candidate models of expectations and coverage phase weighting. The estimates suggest small marginal price elasticities and substantial myopia; we also find evidence that salient plan characteristics impact consumption beyond their effect on out-of-pocket prices. A hyperbolic discounting model which allows for salient plan characteristics fits the data well, and outperforms both rational models and alternative behavioral models.

Suggested Citation

  • Jason Abaluck & Jonathan Gruber & Ashley Swanson, 2015. "Prescription Drug Use under Medicare Part D: A Linear Model of Nonlinear Budget Sets," NBER Working Papers 20976, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:20976
    Note: AG EH
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w20976.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Jason Abaluck & Jonathan Gruber, 2011. "Choice Inconsistencies among the Elderly: Evidence from Plan Choice in the Medicare Part D Program," American Economic Review, American Economic Association, vol. 101(4), pages 1180-1210, June.
    2. 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.
    3. Jason Abaluck & Jonathan Gruber, 2013. "Evolving Choice Inconsistencies in Choice of Prescription Drug Insurance," NBER Working Papers 19163, National Bureau of Economic Research, Inc.
    4. Jonathan D. Ketcham & Claudio Lucarelli & Eugenio J. Miravete & M. Christopher Roebuck, 2012. "Sinking, Swimming, or Learning to Swim in Medicare Part D," American Economic Review, American Economic Association, vol. 102(6), pages 2639-2673, October.
    5. Naomi E. Feldman & Peter Katuscak & Laura Kawano, 2013. "Taxpayer confusion over predictable tax liability changes: evidence from the Child Tax Credit," Finance and Economics Discussion Series 2013-66, Board of Governors of the Federal Reserve System (U.S.).
    6. Sumit Agarwal & John C. Driscoll & Xavier Gabaix & David Laibson, 2009. "The Age of Reason: Financial Decisions over the Life Cycle and Implications for Regulation," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 40(2 (Fall)), pages 51-117.
    7. Koichiro Ito, 2014. "Do Consumers Respond to Marginal or Average Price? Evidence from Nonlinear Electricity Pricing," American Economic Review, American Economic Association, vol. 104(2), pages 537-563, February.
    8. Manning, Willard G, et al, 1987. "Health Insurance and the Demand for Medical Care: Evidence from a Randomized Experiment," American Economic Review, American Economic Association, vol. 77(3), pages 251-277, June.
    9. Laibson, David I. & Agarwal, Sumit & Driscoll, John C. & Gabaix, Xavier, 2009. "The Age of Reason: Financial Decisions over the Life-Cycle with Implications for Regulation," Scholarly Articles 4554335, Harvard University Department of Economics.
    10. Mark Duggan & Patrick Healy & Fiona Scott Morton, 2008. "Providing Prescription Drug Coverage to the Elderly: America's Experiment with Medicare Part D," Journal of Economic Perspectives, American Economic Association, vol. 22(4), pages 69-92, Fall.
    11. Christina M. Dalton & Gautam Gowrisankaran & Robert Town, 2015. "Salience, Myopia, and Complex Dynamic Incentives: Evidence from Medicare Part D," NBER Working Papers 21104, National Bureau of Economic Research, Inc.
    12. Kowalski, Tadeusz, 2011. "Economic policy and the financial and economic crisis," MPRA Paper 33994, University Library of Munich, Germany.
    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. Zarek C. Brot-Goldberg & Amitabh Chandra & Benjamin R. Handel & Jonathan T. Kolstad, 2017. "What does a Deductible Do? The Impact of Cost-Sharing on Health Care Prices, Quantities, and Spending Dynamics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1261-1318.
    2. Bradley T. Shapiro, 2016. "Estimating the cost of strategic entry delay in pharmaceuticals: The case of Ambien CR," Quantitative Marketing and Economics (QME), Springer, vol. 14(3), pages 201-231, September.
    3. Ulrike Malmendier, 2016. "The Bidder's Curse: Reply," American Economic Review, American Economic Association, vol. 106(4), pages 1195-1213, April.
    4. Olesya Fomenko & Jonathan Gruber, 2019. "Reclassification to Avoid Consumer Cost-Sharing in Group Health Plans," NBER Working Papers 25870, National Bureau of Economic Research, Inc.
    5. Einav, Liran & Finkelstein, Amy & Schrimpf, Paul, 2019. "Reprint of: Bunching at the kink: Implications for spending responses to health insurance contracts," Journal of Public Economics, Elsevier, vol. 171(C), pages 117-130.
    6. Amanda Starc & Robert J. Town, 2015. "Externalities and Benefit Design in Health Insurance," NBER Working Papers 21783, National Bureau of Economic Research, Inc.
    7. David Dranove & Christopher Ody & Amanda Starc, 2021. "A Dose of Managed Care: Controlling Drug Spending in Medicaid," American Economic Journal: Applied Economics, American Economic Association, vol. 13(1), pages 170-197, January.
    8. Hayen, Arthur P. & Klein, Tobias J. & Salm, Martin, 2021. "Does the framing of patient cost-sharing incentives matter? the effects of deductibles vs. no-claim refunds," Journal of Health Economics, Elsevier, vol. 80(C).
    9. Alpert, Abby, 2016. "The anticipatory effects of Medicare Part D on drug utilization," Journal of Health Economics, Elsevier, vol. 49(C), pages 28-45.
    10. Einav, Liran & Finkelstein, Amy & Schrimpf, Paul, 2017. "Bunching at the kink: Implications for spending responses to health insurance contracts," Journal of Public Economics, Elsevier, vol. 146(C), pages 27-40.
    11. Lin, Haizhen & Sacks, Daniel W., 2019. "Intertemporal substitution in health care demand: Evidence from the RAND Health Insurance Experiment," Journal of Public Economics, Elsevier, vol. 175(C), pages 29-43.
    12. 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.
    13. Eliason, Marcus & Johansson, Per & Nilsson, Martin, 2018. "Forward-looking moral hazard in social insurance: evidence from a natural experiment," Working Paper Series 2018:11, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    14. Powell, David & Goldman, Dana, 2021. "Disentangling moral hazard and adverse selection in private health insurance," Journal of Econometrics, Elsevier, vol. 222(1), pages 141-160.
    15. Michael Sinkinson & Amanda Starc, 2015. "Ask Your Doctor? Direct-to-Consumer Advertising of Pharmaceuticals," NBER Working Papers 21045, National Bureau of Economic Research, Inc.
    16. Eliason, Marcus & Johansson, Per & Nilsson, Martin, 2019. "Forward-looking moral hazard in social insurance," Labour Economics, Elsevier, vol. 60(C), pages 84-98.
    17. Haizhen Lin & Daniel W. Sacks, 2016. "Intertemporal Substitution in Health Care Demand: Evidence from the RAND Health Insurance Experiment," NBER Working Papers 22802, 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. Abaluck, Jason & Gruber, Jonathan & Swanson, Ashley, 2018. "Prescription drug use under Medicare Part D: A linear model of nonlinear budget sets," Journal of Public Economics, Elsevier, vol. 164(C), pages 106-138.
    2. Heiss, Florian & Leive, Adam & McFadden, Daniel & Winter, Joachim, 2013. "Plan selection in Medicare Part D: Evidence from administrative data," Journal of Health Economics, Elsevier, vol. 32(6), pages 1325-1344.
    3. 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.
    4. Amanda Starc & Robert J. Town, 2015. "Externalities and Benefit Design in Health Insurance," NBER Working Papers 21783, National Bureau of Economic Research, Inc.
    5. Naomi C. Sacks & James F. Burgess & Howard J. Cabral & Steven D. Pizer, 2017. "Myopic and Forward Looking Behavior in Branded Oral Anti‐Diabetic Medication Consumption: An Example from Medicare Part D," Health Economics, John Wiley & Sons, Ltd., vol. 26(6), pages 753-764, June.
    6. Tal Gross & Timothy J. Layton & Daniel Prinz, 2022. "The Liquidity Sensitivity of Healthcare Consumption: Evidence from Social Security Payments," American Economic Review: Insights, American Economic Association, vol. 4(2), pages 175-190, June.
    7. Liran Einav & Amy Finkelstein & Maria Polyakova, 2018. "Private Provision of Social Insurance: Drug-Specific Price Elasticities and Cost Sharing in Medicare Part D," American Economic Journal: Economic Policy, American Economic Association, vol. 10(3), pages 122-153, August.
    8. Colleen Carey, 2017. "Technological Change and Risk Adjustment: Benefit Design Incentives in Medicare Part D," American Economic Journal: Economic Policy, American Economic Association, vol. 9(1), pages 38-73, February.
    9. Jonathan D. Ketcham & Nicolai V. Kuminoff & Christopher A. Powers, 2016. "Estimating the Heterogeneous Welfare Effects of Choice Architecture: An Application to the Medicare Prescription Drug Insurance Market," NBER Working Papers 22732, National Bureau of Economic Research, Inc.
    10. Zarek C. Brot-Goldberg & Amitabh Chandra & Benjamin R. Handel & Jonathan T. Kolstad, 2017. "What does a Deductible Do? The Impact of Cost-Sharing on Health Care Prices, Quantities, and Spending Dynamics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1261-1318.
    11. Aviva Aron-Dine & Liran Einav & Amy Finkelstein & Mark Cullen, 2012. "Moral hazard in health insurance: How important is forward looking behavior?," Discussion Papers 11-007, Stanford Institute for Economic Policy Research.
    12. Jonathan Gruber, 2017. "Delivering Public Health Insurance through Private Plan Choice in the United States," Journal of Economic Perspectives, American Economic Association, vol. 31(4), pages 3-22, Fall.
    13. Leemore Dafny & Jonathan Gruber & Christopher Ody, 2014. "More Insurers Lower Premiums: Evidence from Initial Pricing in the Health Insurance Marketplaces," NBER Working Papers 20140, National Bureau of Economic Research, Inc.
    14. Kate Ho & Joseph Hogan & Fiona Scott Morton, 2017. "The impact of consumer inattention on insurer pricing in the Medicare Part D program," RAND Journal of Economics, RAND Corporation, vol. 48(4), pages 877-905, December.
    15. 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.
    16. Shachar Kariv & Dan Silverman, 2015. "Sources of Lower Financial Decision-making Ability at Older Ages," Working Papers wp335, University of Michigan, Michigan Retirement Research Center.
    17. Afendulis, Christopher C. & Sinaiko, Anna D. & Frank, Richard G., 2015. "Dominated choices and Medicare Advantage enrollment," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 72-83.
    18. Andrew Stocking & James Baumgardner & Melinda Buntin & Anna Cook, 2014. "Assessing the Design of the Low-Income Subsidy Program in Medicare Part D: Working Paper 2014-07," Working Papers 49451, Congressional Budget Office.
    19. Christina M. Dalton & Gautam Gowrisankaran & Robert Town, 2015. "Salience, Myopia, and Complex Dynamic Incentives: Evidence from Medicare Part D," NBER Working Papers 21104, National Bureau of Economic Research, Inc.
    20. Juan Pablo Atal, 2019. "Lock-in in Dynamic Health Insurance Contracts: Evidence from Chile," PIER Working Paper Archive 19-020, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.

    More about this item

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies; Actuarial Studies
    • 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:20976. 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.