IDEAS home Printed from https://ideas.repec.org/a/bba/j00009/v2y2023i1p53-68d234.html
   My bibliography  Save this article

Portfolio Allocation with Medical Expenditure Risk-A Life Cycle Model and Machine Learning Analysis

Author

Listed:
  • You Du

    (Department of Economics, Finance, and Accounting, Robbins College of Business and Entrepreneurship, Fort Hays State University, Hays, KS, USA)

  • Weige Huang

    (Faculty of Economics, Shenzhen MSU-BIT University, Shenzhen, China)

Abstract

This paper explores how the medical expenditure risk affects the households’ portfolio choice across health status theoretically in a life cycle model and empirically using machine learning methods. Medical expenditure risk, as a background risk, has the potential to influence households’ financial decisions. A higher medical expenditure risk leads to a larger fluctuation and more uncertainty in households’ consumption and therefore utility. As a result, risk-free assets become more attractive. Our machine learning analysis provides evidence that aligns with the predictions of the theoretical life cycle model. Specifically, households with better health hold a larger proportion of stocks in their portfolios. Furthermore, when facing increased medical expenditure risk, households in good health demonstrate a greater willingness to invest in safe assets.

Suggested Citation

  • You Du & Weige Huang, 2023. "Portfolio Allocation with Medical Expenditure Risk-A Life Cycle Model and Machine Learning Analysis," Journal of Regional Economics, Anser Press, vol. 2(1), pages 53-68, October.
  • Handle: RePEc:bba:j00009:v:2:y:2023:i:1:p:53-68:d:234
    as

    Download full text from publisher

    File URL: https://www.anserpress.org/journal/jre/2/1/10/pdf
    Download Restriction: no

    File URL: https://www.anserpress.org/journal/jre/2/1/10
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Yongsung Chang & Jay H. Hong & Marios Karabarbounis, 2018. "Labor Market Uncertainty and Portfolio Choice Puzzles," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(2), pages 222-262, April.
    2. Daniel Paravisini & Veronica Rappoport & Enrichetta Ravina, 2017. "Risk Aversion and Wealth: Evidence from Person-to-Person Lending Portfolios," Management Science, INFORMS, vol. 63(2), pages 279-297, February.
    3. Capatina, Elena, 2015. "Life-cycle effects of health risk," Journal of Monetary Economics, Elsevier, vol. 74(C), pages 67-88.
    4. Heaton, John & Lucas, Deborah J, 1996. "Evaluating the Effects of Incomplete Markets on Risk Sharing and Asset Pricing," Journal of Political Economy, University of Chicago Press, vol. 104(3), pages 443-487, June.
    5. Rosen, H.S.Harvey S. & Wu, Stephen, 2004. "Portfolio choice and health status," Journal of Financial Economics, Elsevier, vol. 72(3), pages 457-484, June.
    6. Roozbeh Hosseini & Kai Zhao & Karen Kopecky, 2018. "How Important Is Health Inequality for Lifetime Earnings Inequality?," 2018 Meeting Papers 1093, Society for Economic Dynamics.
    7. Edwards, Ryan D, 2008. "Health Risk and Portfolio Choice," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 472-485.
    8. Seema Jayachandran & Adriana Lleras-Muney, 2009. "Life Expectancy and Human Capital Investments: Evidence from Maternal Mortality Declines," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(1), pages 349-397.
    9. 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.
    10. Amparo Castelló‐Climent & Rafael Doménech, 2008. "Human Capital Inequality, Life Expectancy And Economic Growth," Economic Journal, Royal Economic Society, vol. 118(528), pages 653-677, April.
    11. Emily Oster & Ira Shoulson & E. Ray Dorsey, 2013. "Limited Life Expectancy, Human Capital and Health Investments," American Economic Review, American Economic Association, vol. 103(5), pages 1977-2002, August.
    12. Gah-Yi Ban & Noureddine El Karoui & Andrew E. B. Lim, 2018. "Machine Learning and Portfolio Optimization," Management Science, INFORMS, vol. 64(3), pages 1136-1154, March.
    13. Elena Capatina & Michael P. Keane & Shiko Maruyama, 2018. "Socio-economic Disparities in U.S. Healthcare Spending: The Role of Public vs. Private Insurance," Discussion Papers 2018-03, School of Economics, The University of New South Wales.
    14. Padmaja Ayyagari & Daifeng He, 2017. "The Role of Medical Expenditure Risk in Portfolio Allocation Decisions," Health Economics, John Wiley & Sons, Ltd., vol. 26(11), pages 1447-1458, November.
    15. You Du, 2021. "Optimal Consumption and Portfolio Choice: The Impact of Health and Health Risk," The Economics and Finance Letters, Conscientia Beam, vol. 8(2), pages 266-276.
    16. Pang, Gaobo & Warshawsky, Mark, 2010. "Optimizing the equity-bond-annuity portfolio in retirement: The impact of uncertain health expenses," Insurance: Mathematics and Economics, Elsevier, vol. 46(1), pages 198-209, February.
    17. John Heaton & Deborah Lucas, 2000. "Portfolio Choice and Asset Prices: The Importance of Entrepreneurial Risk," Journal of Finance, American Finance Association, vol. 55(3), pages 1163-1198, June.
    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. Du, You, 2023. "Health investment and medical risk: New explanations of the portfolio puzzle," Economic Modelling, Elsevier, vol. 127(C).
    2. Dana Goldman & Nicole Maestas, 2013. "Medical Expenditure Risk And Household Portfolio Choice," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(4), pages 527-550, June.
    3. 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.
    4. Octave Jokung & Sovan Mitra, 2020. "Health Care Investment: The Case of Multiple Sources of Risk," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 27(2), pages 231-255, June.
    5. Christelis, Dimitris & Dobrescu, Loretti I. & Motta, Alberto, 2020. "Early life conditions and financial risk-taking in older age," The Journal of the Economics of Ageing, Elsevier, vol. 17(C).
    6. Angrisani, Marco & Atella, Vincenzo & Brunetti, Marianna, 2018. "Public health insurance and household portfolio Choices: Unravelling financial “Side Effects” of Medicare," Journal of Banking & Finance, Elsevier, vol. 93(C), pages 198-212.
    7. Christelis, Dimitris & Jappelli, Tullio & Padula, Mario, 2010. "Cognitive abilities and portfolio choice," European Economic Review, Elsevier, vol. 54(1), pages 18-38, January.
    8. Guiso, Luigi & Pistaferri, Luigi & Fagereng, Andreas, 2016. "Back to background risk?," CEPR Discussion Papers 11051, C.E.P.R. Discussion Papers.
    9. Christelis, Dimitris & Georgarakos, Dimitris & Sanz-de-Galdeano, Anna, 2020. "The impact of health insurance on stockholding: A regression discontinuity approach," Journal of Health Economics, Elsevier, vol. 69(C).
    10. Andreas Fagereng & Luigi Guiso & Luigi Pistaferri, 2018. "Portfolio Choices, Firm Shocks, and Uninsurable Wage Risk," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(1), pages 437-474.
    11. David A. Love & Paul A. Smith, 2010. "Does health affect portfolio choice?," Health Economics, John Wiley & Sons, Ltd., vol. 19(12), pages 1441-1460, December.
    12. Korniotis, George & Bonaparte, Yosef & Kumar, Alok, 2020. "Income Risk and Stock Market Entry/Exit Decisions," CEPR Discussion Papers 15370, C.E.P.R. Discussion Papers.
    13. Kaschützke, B. & Maurer, R., 2016. "Investing and Portfolio Allocation for Retirement," 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 567-608, Elsevier.
    14. 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.
    15. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    16. Lee, Daeyong, 2018. "Effects of health insurance coverage on household financial portfolio: Evidence from the Affordable Care Act," Economics Letters, Elsevier, vol. 171(C), pages 176-179.
    17. Jokung, Octave, 2011. "Risk apportionment via bivariate stochastic dominance," Journal of Mathematical Economics, Elsevier, vol. 47(4-5), pages 448-452.
    18. Schendel, Lorenz S., 2014. "Critical illness insurance in life cycle portfolio problems," SAFE Working Paper Series 44, Leibniz Institute for Financial Research SAFE.
    19. Chen, Guodong & Lee, Minjoon & Nam, Tong-yob, 2020. "Forced retirement risk and portfolio choice," Journal of Empirical Finance, Elsevier, vol. 58(C), pages 293-315.
    20. Gao, Xiang & Sun, Li, 2021. "Modeling retirees’ investment behaviors in the presence of health expenditure risk and financial crisis risk," Economic Modelling, Elsevier, vol. 94(C), pages 442-454.

    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:bba:j00009:v:2:y:2023:i:1:p:53-68:d:234. 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: Ramona Wang (email available below). General contact details of provider: https://www.anserpress.org .

    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.