[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/27578.html
   My bibliography  Save this paper

Mortality Effects and Choice Across Private Health Insurance Plans

Author

Listed:
  • Jason Abaluck
  • Mauricio M. Caceres Bravo
  • Peter Hull
  • Amanda Starc
Abstract
Competition in health insurance markets may fail to improve health outcomes if consumers are not willing to pay for high quality plans. We document large differences in the mortality rates of Medicare Advantage (MA) plans within local markets. We then show that when high (low) mortality plans exit these markets, enrollees tend to switch to more typical plans and subsequently experience lower (higher) mortality. We develop a framework that uses this variation to estimate the relationship between observed mortality rates and causal mortality effects; we find a tight link. We then extend the framework to study other predictors of mortality effects and estimate consumer willingness to pay. Higher spending plans tend to reduce enrollee mortality, but existing quality ratings are uncorrelated with plan mortality effects. Consumers place little weight on mortality effects when choosing plans. Moving beneficiaries out of the bottom 5% of plans could save tens of thousands of elderly lives each year.

Suggested Citation

  • Jason Abaluck & Mauricio M. Caceres Bravo & Peter Hull & Amanda Starc, 2020. "Mortality Effects and Choice Across Private Health Insurance Plans," NBER Working Papers 27578, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:27578
    Note: AG EH IO LS PE
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w27578.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Jason Brown & Mark Duggan & Ilyana Kuziemko & William Woolston, 2014. "How Does Risk Selection Respond to Risk Adjustment? New Evidence from the Medicare Advantage Program," American Economic Review, American Economic Association, vol. 104(10), pages 3335-3364, October.
    2. Steven Berry & Amit Gandhi & Philip Haile, 2013. "Connected Substitutes and Invertibility of Demand," Econometrica, Econometric Society, vol. 81(5), pages 2087-2111, September.
    3. Francesco Decarolis, 2015. "Medicare Part D: Are Insurers Gaming the Low Income Subsidy Design?," American Economic Review, American Economic Association, vol. 105(4), pages 1547-1580, April.
    4. 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.
    5. Joseph J. Doyle, Jr. & John A. Graves & Jonathan Gruber, 2017. "Evaluating Measures of Hospital Quality," NBER Working Papers 23166, National Bureau of Economic Research, Inc.
    6. Thomas J. Kane & Douglas O. Staiger, 2008. "Estimating Teacher Impacts on Student Achievement: An Experimental Evaluation," NBER Working Papers 14607, National Bureau of Economic Research, Inc.
    7. Jesse Rothstein, 2009. "Student Sorting and Bias in Value-Added Estimation: Selection on Observables and Unobservables," Education Finance and Policy, MIT Press, vol. 4(4), pages 537-571, October.
    8. Joshua Angrist & Peter Hull & Parag Pathak & Christopher Walters, 2016. "Interpreting Tests of School VAM Validity," American Economic Review, American Economic Association, vol. 106(5), pages 388-392, May.
    9. Jason Abaluck & Abi Adams, 2017. "What do consumers consider before they choose? Identification from asymmetric demand responses," IFS Working Papers W17/09, Institute for Fiscal Studies.
    10. Jason Abaluck & Jonathan Gruber, 2011. "Heterogeneity in Choice Inconsistencies among the Elderly: Evidence from Prescription Drug Plan Choice," American Economic Review, American Economic Association, vol. 101(3), pages 377-381, May.
    11. Jason Abaluck & Abi Adams, 2017. "What Do Consumers Consider Before They Choose? Identification from Asymmetric Demand Responses," NBER Working Papers 23566, National Bureau of Economic Research, Inc.
    12. Raj Chetty & John N. Friedman & Jonah E. Rockoff, 2014. "Measuring the Impacts of Teachers I: Evaluating Bias in Teacher Value-Added Estimates," American Economic Review, American Economic Association, vol. 104(9), pages 2593-2632, September.
    13. Sarah Miller & Norman Johnson & Laura R Wherry, 2021. "Medicaid and Mortality: New Evidence From Linked Survey and Administrative Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(3), pages 1783-1829.
    14. A. Pakes & J. Porter & Kate Ho & Joy Ishii, 2015. "Moment Inequalities and Their Application," Econometrica, Econometric Society, vol. 83, pages 315-334, January.
    15. Jacob Goldin & Ithai Z. Lurie & Janet McCubbin, 2019. "Health Insurance and Mortality: Experimental Evidence from Taxpayer Outreach," NBER Working Papers 26533, National Bureau of Economic Research, Inc.
    16. Jacob Goldin & Ithai Z Lurie & Janet McCubbin, 0. "Health Insurance and Mortality: Experimental Evidence from Taxpayer Outreach," The Quarterly Journal of Economics, Oxford University Press, vol. 136(1), pages 1-49.
    17. Keaton S. Miller & Amil Petrin & Robert Town & Michael Chernew, 2019. "Optimal Managed Competition Subsidies," NBER Working Papers 25616, National Bureau of Economic Research, Inc.
    18. Michael Geruso & Timothy Layton & Daniel Prinz, 2019. "Screening in Contract Design: Evidence from the ACA Health Insurance Exchanges," American Economic Journal: Economic Policy, American Economic Association, vol. 11(2), pages 64-107, May.
    19. Joseph J. Doyle Jr. & John A. Graves & Jonathan Gruber & Samuel A. Kleiner, 2015. "Measuring Returns to Hospital Care: Evidence from Ambulance Referral Patterns," Journal of Political Economy, University of Chicago Press, vol. 123(1), pages 170-214.
    20. Tatyana Deryugina & David Molitor, 2020. "Does When You Die Depend on Where You Live? Evidence from Hurricane Katrina," American Economic Review, American Economic Association, vol. 110(11), pages 3602-3633, November.
    21. Pelech, Daria, 2018. "Paying more for less? Insurer competition and health plan generosity in the Medicare Advantage program," Journal of Health Economics, Elsevier, vol. 61(C), pages 77-92.
    22. Marcus Dillender, "undated". "Medicaid, What happens when the insurer can say no? Assessing prior authorization as a tool to prevent high-risk prescriptions and to lower costs," Upjohn Working Papers md18, W.E. Upjohn Institute for Employment Research.
    23. Florian Heiss & Daniel McFadden & Joachim Winter & Amelie Wuppermann & Bo Zhou, 2016. "Inattention and Switching Costs as Sources of Inertia in Medicare Part D," NBER Working Papers 22765, National Bureau of Economic Research, Inc.
    24. Steven T. Berry, 1994. "Estimating Discrete-Choice Models of Product Differentiation," RAND Journal of Economics, The RAND Corporation, vol. 25(2), pages 242-262, Summer.
    25. Amitabh Chandra & Amy Finkelstein & Adam Sacarny & Chad Syverson, 2016. "Health Care Exceptionalism? Performance and Allocation in the US Health Care Sector," American Economic Review, American Economic Association, vol. 106(8), pages 2110-2144, August.
    26. Martin Gaynor & Rodrigo Moreno-Serra & Carol Propper, 2013. "Death by Market Power: Reform, Competition, and Patient Outcomes in the National Health Service," American Economic Journal: Economic Policy, American Economic Association, vol. 5(4), pages 134-166, November.
    27. Duggan, Mark & Starc, Amanda & Vabson, Boris, 2016. "Who benefits when the government pays more? Pass-through in the Medicare Advantage program," Journal of Public Economics, Elsevier, vol. 141(C), pages 50-67.
    28. 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.
    29. Leemore Dafny & David Dranove, 2008. "Do report cards tell consumers anything they don't already know? The case of Medicare HMOs," RAND Journal of Economics, RAND Corporation, vol. 39(3), pages 790-821, September.
    30. Dillender, Marcus, 2018. "What happens when the insurer can say no? Assessing prior authorization as a tool to prevent high-risk prescriptions and to lower costs," Journal of Public Economics, Elsevier, vol. 165(C), pages 170-200.
    31. Joshua D. Angrist & Peter D. Hull & Parag A. Pathak & Christopher R. Walters, 2017. "Leveraging Lotteries for School Value-Added: Testing and Estimation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 871-919.
    32. Kevin M. Murphy & Robert H. Topel, 2006. "The Value of Health and Longevity," Journal of Political Economy, University of Chicago Press, vol. 114(5), pages 871-904, October.
    33. John Geweke & Gautam Gowrisankaran & Robert J. Town, 2003. "Bayesian Inference for Hospital Quality in a Selection Model," Econometrica, Econometric Society, vol. 71(4), pages 1215-1238, July.
    34. Michael Darden & Ian M. McCarthy, 2015. "The Star Treatment: Estimating the Impact of Star Ratings on Medicare Advantage Enrollments," Journal of Human Resources, University of Wisconsin Press, vol. 50(4), pages 980-1008.
    35. Amy Finkelstein & Matthew Gentzkow & Heidi Williams, 2021. "Place-Based Drivers of Mortality: Evidence from Migration," American Economic Review, American Economic Association, vol. 111(8), pages 2697-2735, August.
    36. 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.
    37. David Card & Carlos Dobkin & Nicole Maestas, 2008. "The Impact of Nearly Universal Insurance Coverage on Health Care Utilization: Evidence from Medicare," American Economic Review, American Economic Association, vol. 98(5), pages 2242-2258, December.
    38. Ralph S J Koijen & Stijn Van Nieuwerburgh, 2020. "Combining Life and Health Insurance [“Market Size in Innovation: Theory and Evidence from the Pharmaceutical Industry”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 913-958.
    39. Decarolis, Francesco & Guglielmo, Andrea, 2017. "Insurers’ response to selection risk: Evidence from Medicare enrollment reforms," Journal of Health Economics, Elsevier, vol. 56(C), pages 383-396.
    40. 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.
    41. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-890, July.
    42. 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.
    43. Jason M. Fletcher & Leora I. Horwitz & Elizabeth Bradley, 2014. "Estimating the Value Added of Attending Physicians on Patient Outcomes," NBER Working Papers 20534, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    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. Michele Fioretti & Hongming Wang, 2023. "Performance Pay in Insurance Markets: Evidence from Medicare," The Review of Economics and Statistics, MIT Press, vol. 105(5), pages 1128-1144, September.
    3. repec:spo:wpmain:info:hdl:2441/4bg68glinb8r8roh0akvprtu9u is not listed on IDEAS
    4. repec:hal:spmain:info:hdl:2441/4bg68glinb8r8roh0akvprtu9u is not listed on IDEAS
    5. repec:hal:wpspec:info:hdl:2441/4bg68glinb8r8roh0akvprtu9u is not listed on IDEAS
    6. Michele Fioretti & Hongming Wang, 2019. "Subsidizing Inequality: Performance Pay and Risk Selection in Medicare," Working Papers hal-03393070, HAL.
    7. repec:spo:wpecon:info:hdl:2441/4bg68glinb8r8roh0akvprtu9u is not listed on IDEAS
    8. repec:spo:wpecon:info:hdl:2441/2ioennpq5m90holakkatq7cmms is not listed on IDEAS
    9. Francesco Decarolis & Andrea Guglielmo & Clavin Luscombe, 2020. "Open enrollment periods and plan choices," Health Economics, John Wiley & Sons, Ltd., vol. 29(7), pages 733-747, July.
    10. repec:hal:wpspec:info:hdl:2441/2ioennpq5m90holakkatq7cmms is not listed on IDEAS
    11. repec:spo:wpmain:info:hdl:2441/2ioennpq5m90holakkatq7cmms is not listed on IDEAS
    12. 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.
    13. repec:hal:spmain:info:hdl:2441/2ioennpq5m90holakkatq7cmms is not listed on IDEAS
    14. Van Parys, Jessica & Brown, Zach Y., 2024. "Broadband Internet access and health outcomes: Patient and provider responses in Medicare," International Journal of Industrial Organization, Elsevier, vol. 95(C).
    15. 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.
    16. Sarig, Oren, 2024. "Pharmaceutical demand response to utilization management," Journal of Health Economics, Elsevier, vol. 93(C).
    17. Pietro Tebaldi, 2015. "Estimating Equilibrium in Health Insurance Exchanges: Analysis of the Californian Market under the ACA," Discussion Papers 15-012, Stanford Institute for Economic Policy Research.
    18. 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.
    19. 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.
    20. McCarthy, Ian M., 2018. "Quality disclosure and the timing of insurers’ adjustments: Evidence from medicare advantage," Journal of Health Economics, Elsevier, vol. 61(C), pages 13-26.
    21. Yeo, Jungwon & Miller, Daniel P., 2018. "Estimating switching costs with market share data: an application to Medicare Part D," International Journal of Industrial Organization, Elsevier, vol. 61(C), pages 459-501.
    22. 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.
    23. 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.
    24. Kurt Lavetti & Kosali Simon, 2018. "Strategic Formulary Design in Medicare Part D Plans," American Economic Journal: Economic Policy, American Economic Association, vol. 10(3), pages 154-192, August.
    25. 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.
    26. Anell, Anders & Dietrichson, Jens & Ellegård, Lina Maria & Kjellsson, Gustav, 2021. "Information, switching costs, and consumer choice: Evidence from two randomised field experiments in Swedish primary health care," Journal of Public Economics, Elsevier, vol. 196(C).
    27. Robert Ainsworth & Rajeev Dehejia & Cristian Pop-Eleches & Miguel Urquiola, 2023. "Why Do Households Leave School Value Added on the Table? The Roles of Information and Preferences," American Economic Review, American Economic Association, vol. 113(4), pages 1049-1082, April.
    28. 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.

    More about this item

    JEL classification:

    • C26 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Instrumental Variables (IV) Estimation
    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • J14 - Labor and Demographic Economics - - Demographic Economics - - - Economics of the Elderly; Economics of the Handicapped; Non-Labor Market Discrimination

    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:27578. 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.