IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/22726.html
   My bibliography  Save this paper

The Long-Term-Care Insurance Puzzle: Modeling and Measurement

Author

Listed:
  • John Ameriks
  • Joseph Briggs
  • Andrew Caplin
  • Matthew D. Shapiro
  • Christopher Tonetti

Abstract

Individuals face significant late-in-life risks, prominently including the need for long-term care (LTC). Yet, they hold little long-term care insurance (LTCI). In this paper we use a structural model and a purpose-designed dataset to understand the determinants of insurance demand. We distinguish between a fundamental lack of desire to insure, crowd out from existing insurance, and unmet demand due to poor products available in the market. The model features individual-specific non-homothetic health-state-dependent preferences over normal consumption, consumption when in need of long-term care, and bequests, which are estimated using strategic survey questions. To account for differences between the modeled and measured insurance products, we study not only individuals' holdings of LTCI, but also their stated demand for an idealized product that mirrors that in the model. We find that many individuals would purchase LTCI and receive a large consumer surplus if it were a better product, while many others do not want to purchase even high-quality actuarially fair LTCI due to the values of their heterogeneous state-dependent preferences, their demographics, and their financial situation.

Suggested Citation

  • John Ameriks & Joseph Briggs & Andrew Caplin & Matthew D. Shapiro & Christopher Tonetti, 2016. "The Long-Term-Care Insurance Puzzle: Modeling and Measurement," NBER Working Papers 22726, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:22726
    Note: AG EH EFG ME PR
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w22726.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ralph S.J. Koijen & Stijn Nieuwerburgh & Motohiro Yogo, 2016. "Health and Mortality Delta: Assessing the Welfare Cost of Household Insurance Choice," Journal of Finance, American Finance Association, vol. 71(2), pages 957-1010, April.
    2. Amy Finkelstein & Erzo F. P. Luttmer & Matthew J. Notowidigdo, 2009. "Approaches to Estimating the Health State Dependence of the Utility Function," American Economic Review, American Economic Association, vol. 99(2), pages 116-121, May.
    3. Barro, Robert J, 1974. "Are Government Bonds Net Wealth?," Journal of Political Economy, University of Chicago Press, vol. 82(6), pages 1095-1117, Nov.-Dec..
    4. Audrey Light & Kathleen McGarry, 2004. "Why Parents Play Favorites: Explanations for Unequal Bequests," American Economic Review, American Economic Association, vol. 94(5), pages 1669-1681, December.
    5. Beshears, John & Choi, James J. & Laibson, David & Madrian, Brigitte C., 2008. "How are preferences revealed?," Journal of Public Economics, Elsevier, vol. 92(8-9), pages 1787-1794, August.
    6. David Laibson & Andrea Repetto & Jeremy Tobacman, 2005. "Estimating Discount Functions with Consumption Choices over the Lifecycle," Levine's Bibliography 784828000000000643, UCLA Department of Economics.
    7. Modigliani, Franco, 1986. "Life Cycle, Individual Thrift, and the Wealth of Nations," American Economic Review, American Economic Association, vol. 76(3), pages 297-313, June.
    8. Stephen P. Zeldes, 1989. "Optimal Consumption with Stochastic Income: Deviations from Certainty Equivalence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 104(2), pages 275-298.
    9. Brown, Jeffrey R. & Finkelstein, Amy, 2007. "Why is the market for long-term care insurance so small?," Journal of Public Economics, Elsevier, vol. 91(10), pages 1967-1991, November.
    10. Eric French & John Bailey Jones, 2011. "The Effects of Health Insurance and Self‐Insurance on Retirement Behavior," Econometrica, Econometric Society, vol. 79(3), pages 693-732, May.
    11. Viscusi, W Kip & Evans, William N, 1990. "Utility Functions That Depend on Health Status: Estimates and Economic Implications," American Economic Review, American Economic Association, vol. 80(3), pages 353-374, June.
    12. John Ameriks & Andrew Caplin & Minjoon Lee & Matthew D. Shapiro & Christopher Tonetti, 2015. "The Wealth of Wealthholders," NBER Working Papers 20972, National Bureau of Economic Research, Inc.
    13. Kotlikoff, Laurence J & Summers, Lawrence H, 1981. "The Role of Intergenerational Transfers in Aggregate Capital Accumulation," Journal of Political Economy, University of Chicago Press, vol. 89(4), pages 706-732, August.
    14. Victor Rios-Rull & Josep Pijoan-Mas, 2005. "Health and Heterogeneity," 2005 Meeting Papers 644, Society for Economic Dynamics.
    15. Orazio P. Attanasio, 2015. "The Determinants Of Human Capital Formation During The Early Years Of Life: Theory, Measurement, And Policies," Journal of the European Economic Association, European Economic Association, vol. 13(6), pages 949-997, December.
    16. Stijn Van Nieuwerburgh & Motohiro Yogo & Ralph S.J. Koijen, 2009. "Optimal Health and Longevity Insurance," 2009 Meeting Papers 185, Society for Economic Dynamics.
    17. F. Thomas Juster, 1966. "Consumer Buying Intentions and Purchase Probability: An Experiment in Survey Design," NBER Books, National Bureau of Economic Research, Inc, number just66-2, May.
    18. Altonji, Joseph G & Hayashi, Fumio & Kotlikoff, Laurence J, 1997. "Parental Altruism and Inter Vivos Transfers: Theory and Evidence," Journal of Political Economy, University of Chicago Press, vol. 105(6), pages 1121-1166, December.
    19. Matthew Wiswall & Basit Zafar, 2015. "Determinants of College Major Choice: Identification using an Information Experiment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(2), pages 791-824.
    20. van der Klaauw, Wilbert & Wolpin, Kenneth I., 2008. "Social security and the retirement and savings behavior of low-income households," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 21-42, July.
    21. Kimball, Miles S & Sahm, Claudia R & Shapiro, Matthew D, 2008. "Imputing Risk Tolerance From Survey Responses," Journal of the American Statistical Association, American Statistical Association, vol. 103(483), pages 1028-1038.
    22. Lillard, Lee A & Weiss, Yoram, 1997. "Uncertain Health and Survival: Effects on End-of-Life Consumption," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(2), pages 254-268, April.
    23. John Ameriks & Joseph Briggs & Andrew Caplin & Matthew D. Shapiro & Christopher Tonetti, 2020. "Long-Term-Care Utility and Late-in-Life Saving," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2375-2451.
    24. Hubbard, R Glenn & Skinner, Jonathan & Zeldes, Stephen P, 1994. "Expanding the Life-Cycle Model: Precautionary Saving and Public Policy," American Economic Review, American Economic Association, vol. 84(2), pages 174-179, May.
    25. Kesternich, Iris & Heiss, Florian & McFadden, Daniel & Winter, Joachim, 2013. "Suit the action to the word, the word to the action: Hypothetical choices and real decisions in Medicare Part D," Journal of Health Economics, Elsevier, vol. 32(6), pages 1313-1324.
    26. Amy Finkelstein & Kathleen McGarry, 2006. "Multiple Dimensions of Private Information: Evidence from the Long-Term Care Insurance Market," American Economic Review, American Economic Association, vol. 96(4), pages 938-958, September.
    27. Jeffrey R. Brown & Gopi Shah Goda & Kathleen McGarry, 2016. "Heterogeneity In State-Dependent Utility: Evidence From Strategic Surveys," Economic Inquiry, Western Economic Association International, vol. 54(2), pages 847-861, April.
    28. Joachim Inkmann & Paula Lopes & Alexander Michaelides, 2011. "How Deep Is the Annuity Market Participation Puzzle?," The Review of Financial Studies, Society for Financial Studies, vol. 24(1), pages 279-319.
    29. Hong, Jay H. & Rios-Rull, Jose-Victor, 2007. "Social security, life insurance and annuities for families," Journal of Monetary Economics, Elsevier, vol. 54(1), pages 118-140, January.
    30. Goda, Gopi Shah, 2011. "The impact of state tax subsidies for private long-term care insurance on coverage and Medicaid expenditures," Journal of Public Economics, Elsevier, vol. 95(7-8), pages 744-757, August.
    31. Rajagopal, 2014. "The Human Factors," Palgrave Macmillan Books, in: Architecting Enterprise, chapter 9, pages 225-249, Palgrave Macmillan.
    32. Giulio Fella, 2014. "A generalized endogenous grid method for non-smooth and non-concave problems," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 17(2), pages 329-344, April.
    33. Karen A. Kopecky & Tatyana Koreshkova, 2014. "The Impact of Medical and Nursing Home Expenses on Savings," American Economic Journal: Macroeconomics, American Economic Association, vol. 6(3), pages 29-72, July.
    34. Jeffrey R. Brown, 2007. "Rational and Behavioral Perspectives on the Role of Annuities in Retirement Planning," NBER Working Papers 13537, National Bureau of Economic Research, Inc.
    35. Archawa Paweenawat & Robert M. Townsend, 2012. "Village Economic Accounts: Real and Financial Intertwined," American Economic Review, American Economic Association, vol. 102(3), pages 441-446, May.
    36. Christopher D. Carroll, 1997. "Buffer-Stock Saving and the Life Cycle/Permanent Income Hypothesis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 1-55.
    37. Menahem E. Yaari, 1965. "Uncertain Lifetime, Life Insurance, and the Theory of the Consumer," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 32(2), pages 137-150.
    38. McGarry, Kathleen, 1999. "Inter vivos transfers and intended bequests," Journal of Public Economics, Elsevier, vol. 73(3), pages 321-351, September.
    39. R. Anton Braun & Karen A. Kopecky & Tatyana Koreshkova, 2017. "Old, Sick, Alone, and Poor: A Welfare Analysis of Old-Age Social Insurance Programmes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 84(2), pages 580-612.
    40. Pauly, Mark V, 1990. "The Rational Nonpurchase of Long-term-Care Insurance," Journal of Political Economy, University of Chicago Press, vol. 98(1), pages 153-168, February.
    41. Beshears, John & Choi, James J. & Laibson, David & Madrian, Brigitte C., 2008. "How are preferences revealed?," Journal of Public Economics, Elsevier, vol. 92(8-9), pages 1787-1794, August.
    42. Martin B. Hackmann, 2019. "Incentivizing Better Quality of Care: The Role of Medicaid and Competition in the Nursing Home Industry," American Economic Review, American Economic Association, vol. 109(5), pages 1684-1716, May.
    43. Michael G. Palumbo, 1999. "Uncertain Medical Expenses and Precautionary Saving Near the End of the Life Cycle," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(2), pages 395-421.
    44. Robert B. Barsky & F. Thomas Juster & Miles S. Kimball & Matthew D. Shapiro, 1997. "Preference Parameters and Behavioral Heterogeneity: An Experimental Approach in the Health and Retirement Study," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 537-579.
    45. John Ameriks & Andrew Caplin & Steven Laufer & Stijn Van Nieuwerburgh, 2011. "The Joy of Giving or Assisted Living? Using Strategic Surveys to Separate Public Care Aversion from Bequest Motives," Journal of Finance, American Finance Association, vol. 66(2), pages 519-561, April.
    46. Eric Stallard, 2011. "Estimates of the Incidence, Prevalence, Duration, Intensity, and Cost of Chronic Disability Among the U.S. Elderly," North American Actuarial Journal, Taylor & Francis Journals, vol. 15(1), pages 32-58.
    47. Lee Lockwood, 2012. "Bequest Motives and the Annuity Puzzle," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 15(2), pages 226-243, April.
    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. Martin Boyer & Philippe De Donder & Claude Fluet & Marie-Louise Leroux & Pierre-Carl Michaud, 2017. "Long-Term Care Insurance: Knowledge Barriers, Risk Perception and Adverse Selection," NBER Working Papers 23918, National Bureau of Economic Research, Inc.
    2. Stefano Giglio & Matteo Maggiori & Johannes Stroebel & Stephen Utkus, 2021. "Five Facts about Beliefs and Portfolios," American Economic Review, American Economic Association, vol. 111(5), pages 1481-1522, May.
    3. Philippe De Donder & Marie‐Louise Leroux, 2021. "Long term care insurance with state‐dependent preferences," Health Economics, John Wiley & Sons, Ltd., vol. 30(12), pages 3074-3086, December.
    4. M. Martin Boyer & Philippe De Donder & Claude Denys Fluet & Marie-Louise Leroux & Pierre-Carl Michaud, 2018. "A Canadian Parlor Room-Type Approach to the Long-Term Care Insurance Puzzle," CIRANO Working Papers 2018s-13, CIRANO.
    5. M. Martin Boyer & Philippe De Donder & Claude Fluet & Marie-Louise Leroux & Pierre-Carl Michaud, 2020. "Long-Term Care Insurance: Information Frictions and Selection," American Economic Journal: Economic Policy, American Economic Association, vol. 12(3), pages 134-169, August.
    6. Martin Eling & Omid Ghavibazoo, 2019. "Research on long-term care insurance: status quo and directions for future research," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 44(2), pages 303-356, April.
    7. Marie-Louise Leroux & Pierre Pestieau & Gregory Ponthiere, 2021. "Fair long-term care insurance," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 57(3), pages 503-533, October.
    8. Jesus Bueren, 2023. "Long-Term Care Needs and Savings in Retirement," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 49, pages 201-224, July.
    9. John Ameriks & Gábor Kézdi & Minjoon Lee & Matthew D. Shapiro, 2020. "Heterogeneity in Expectations, Risk Tolerance, and Household Stock Shares: The Attenuation Puzzle," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(3), pages 633-646, July.
    10. Mariacristina De Nardi & Eric French & John Bailey Jones & Rory McGee & Rachel Rodgers, 2020. "Medical Spending, Bequests, and Asset Dynamics around the Time of Death," Economic Quarterly, Federal Reserve Bank of Richmond, vol. 4, pages 135-157.

    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. Ameriks, John & Briggs, Joseph & Caplin, Andrew & Shapiro, Matthew D. & Tonetti, Christopher, 2016. "Late-in-Life Risks and the Under-Insurance Puzzle," Research Papers 3485, Stanford University, Graduate School of Business.
    2. John Ameriks & Joseph Briggs & Andrew Caplin & Matthew D. Shapiro & Christopher Tonetti, 2020. "Long-Term-Care Utility and Late-in-Life Saving," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2375-2451.
    3. John Laitner & Dan Silverman & Dmitriy Stolyarov, 2018. "The Role of Annuitized Wealth in Post-retirement Behavior," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(3), pages 71-117, July.
    4. Lambregts, Timo R. & Schut, Frederik T., 2020. "Displaced, disliked and misunderstood: A systematic review of the reasons for low uptake of long-term care insurance and life annuities," The Journal of the Economics of Ageing, Elsevier, vol. 17(C).
    5. Joseph Briggs & Christopher Tonetti, 2019. "Risky Insurance: Insurance Portfolio Choice with Incomplete Markets," 2019 Meeting Papers 1388, Society for Economic Dynamics.
    6. Mariacristina De Nardi & Eric French & John Bailey Jones, 2016. "Savings After Retirement: A Survey," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 177-204, October.
    7. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    8. Xu, Mengyi & Alonso-García, Jennifer & Sherris, Michael & Shao, Adam W., 2023. "Insuring longevity risk and long-term care: Bequest, housing and liquidity," Insurance: Mathematics and Economics, Elsevier, vol. 111(C), pages 121-141.
    9. Achou, Bertrand, 2021. "Housing liquidity and long-term care insurance demand: A quantitative evaluation," Journal of Public Economics, Elsevier, vol. 194(C).
    10. Lee M. Lockwood, 2018. "Incidental Bequests and the Choice to Self-Insure Late-Life Risks," American Economic Review, American Economic Association, vol. 108(9), pages 2513-2550, September.
    11. Mengyi Xu & Jennifer Alonso Garcia & Michael Sherris & Adam Shao, 2022. "Insuring Longevity Risk and Long-Term Care: Bequest, Housing and Liquidity," ULB Institutional Repository 2013/340821, ULB -- Universite Libre de Bruxelles.
    12. Yogo, Motohiro, 2016. "Portfolio choice in retirement: Health risk and the demand for annuities, housing, and risky assets," Journal of Monetary Economics, Elsevier, vol. 80(C), pages 17-34.
    13. 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.
    14. Bertrand Achou & Philippe De Donder & Franca Glenzer & Minjoon Lee & Marie-Louise Leroux, 2023. "At Home versus in a Nursing Home: Long-term Care Settings and Marginal Utility," CIRANO Working Papers 2023s-14, CIRANO.
    15. Amitabh Chandra & Courtney Coile & Corina Mommaerts, 2023. "What Can Economics Say about Alzheimer's Disease?," Journal of Economic Literature, American Economic Association, vol. 61(2), pages 428-470, June.
    16. Eric French & John Bailey Jones & Elaine Kelly & Jeremy McCauley, 2018. "End-of-Life Medical Expenses," Working Paper 18-18, Federal Reserve Bank of Richmond.
    17. Peijnenburg, J.M.J. & Nijman, T.E. & Werker, B.J.M., 2010. "Health Cost Risk and Optimal Retirement Provision : A Simple Rule for Annuity Demand," Discussion Paper 2010-14, Tilburg University, Center for Economic Research.
    18. Gizem Koşar & Cormac O'Dea, 2022. "Expectations Data in Structural Microeconomic Models," Staff Reports 1018, Federal Reserve Bank of New York.
    19. Eric French & Rory McGee & John Bailey Jones, 2022. "Savings after retirement," IFS Working Papers W22/53, Institute for Fiscal Studies.
    20. Raj Chetty & Amy Finkelstein, 2012. "Social Insurance: Connecting Theory to Data," NBER Working Papers 18433, National Bureau of Economic Research, Inc.

    More about this item

    JEL classification:

    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • E21 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth
    • G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies; Actuarial Studies
    • H31 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Household
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • 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:22726. 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.