IDEAS home Printed from https://ideas.repec.org/a/eee/hepoli/v129y2023ics0168851023000040.html
   My bibliography  Save this article

Long-term care insurance purchase decisions of registered nurses: Deep learning versus logistic regression models

Author

Listed:
  • Shi, Hon-Yi
  • Yeh, Shu-Chuan Jennifer
  • Chou, Hsueh-Chih
  • Wang, Wen Chun

Abstract

The purpose of this study was to use a deep learning model and a traditional statistical regression model to predict the long-term care insurance decisions of registered nurses.

Suggested Citation

  • Shi, Hon-Yi & Yeh, Shu-Chuan Jennifer & Chou, Hsueh-Chih & Wang, Wen Chun, 2023. "Long-term care insurance purchase decisions of registered nurses: Deep learning versus logistic regression models," Health Policy, Elsevier, vol. 129(C).
  • Handle: RePEc:eee:hepoli:v:129:y:2023:i:c:s0168851023000040
    DOI: 10.1016/j.healthpol.2023.104709
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0168851023000040
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.healthpol.2023.104709?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Bertoli, Paola & Grembi, Veronica, 2021. "Territorial differences in access to prenatal care and health at birth," Health Policy, Elsevier, vol. 125(8), pages 1092-1099.
    2. Anne Theisen Cramer & Gail A. Jensen, 2006. "Why Don't People Buy Long-Term-Care Insurance?," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 61(4), pages 185-193.
    3. Bakx, Pieter & Douven, Rudy & Schut, Frederik T., 2021. "Does independent needs assessment limit use of publicly financed long-term care?," Health Policy, Elsevier, vol. 125(1), pages 41-46.
    4. Ulrich Schmidt & Chris Starmer & Robert Sugden, 2008. "Third-generation prospect theory," Journal of Risk and Uncertainty, Springer, vol. 36(3), pages 203-223, June.
    5. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    6. Hong Mao & James M. Carson & Krzysztof M.Ostaszewski, 2018. "Is Risk Taking Beneficial to the Insured and to Society?," Journal of Insurance Issues, Western Risk and Insurance Association, vol. 41(2), pages 215-230.
    7. Liu, Tsai-Ching & Chen, Chin-Shyan, 2002. "An analysis of private health insurance purchasing decisions with national health insurance in Taiwan," Social Science & Medicine, Elsevier, vol. 55(5), pages 755-774, September.
    8. Jeffrey R. Brown & Amy Finkelstein, 2008. "The Interaction of Public and Private Insurance: Medicaid and the Long-Term Care Insurance Market," American Economic Review, American Economic Association, vol. 98(3), pages 1083-1102, June.
    9. Song, Misook & Song, Hyunjong, 2020. "Disagreement between a public insurer’s recommendation and beneficiary’s choice of long-term care services in Korea," Health Policy, Elsevier, vol. 124(8), pages 881-887.
    10. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    11. 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.
    12. Tine Rostgaard & Frode Jacobsen & Teppo Kröger & Elin Peterson, 2022. "Revisiting the Nordic long-term care model for older people—still equal?," European Journal of Ageing, Springer, vol. 19(2), pages 201-210, June.
    13. Hwang, In Do, 2021. "Prospect theory and insurance demand: Empirical evidence on the role of loss aversion," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 95(C).
    14. MOSSIN, Jan, 1968. "Aspects of rational insurance purchasing," LIDAM Reprints CORE 23, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    15. Denise Doiron & Glenn Jones & Elizabeth Savage, 2008. "Healthy, wealthy and insured? The role of self‐assessed health in the demand for private health insurance," Health Economics, John Wiley & Sons, Ltd., vol. 17(3), pages 317-334, March.
    16. Brian E McGarry & Helena Tempkin-Greener & David C Grabowski & Benjamin P Chapman & Yue Li, 2018. "Consumer Decision-Making Abilities and Long-Term Care Insurance Purchase," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 73(4), pages 1-10.
    17. Astrid Kiil & Kurt Houlberg, 2014. "How does copayment for health care services affect demand, health and redistribution? A systematic review of the empirical evidence from 1990 to 2011," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(8), pages 813-828, November.
    18. Jehu-Appiah, Caroline & Aryeetey, Genevieve & Spaan, Ernst & de Hoop, Thomas & Agyepong, Irene & Baltussen, Rob, 2011. "Equity aspects of the National Health Insurance Scheme in Ghana: Who is enrolling, who is not and why?," Social Science & Medicine, Elsevier, vol. 72(2), pages 157-165, January.
    19. He, Alex Jingwei & Qian, Jiwei & Chan, Wai-sum & Chou, Kee-lee, 2021. "Preferences for private long-term care insurance products in a super-ageing society: A discrete choice experiment in Hong Kong," Social Science & Medicine, Elsevier, vol. 270(C).
    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. You-Shyang Chen & Ying-Hsun Hung & Yu-Sheng Lin, 2023. "A Study to Identify Long-Term Care Insurance Using Advanced Intelligent RST Hybrid Models with Two-Stage Performance Evaluation," Mathematics, MDPI, vol. 11(13), pages 1-34, July.

    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. Hwang, In Do, 2021. "Prospect theory and insurance demand: Empirical evidence on the role of loss aversion," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 95(C).
    2. Daniel Gottlieb & Olivia S. Mitchell, 2020. "Narrow Framing and Long‐Term Care Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 87(4), pages 861-893, December.
    3. Lampe, Immanuel & Würtenberger, Daniel, 2020. "Loss aversion and the demand for index insurance," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 678-693.
    4. Immanuel Lampe & Daniel Würtenberger, 2019. "Loss Aversion And The Demand For Index Insurance," Working Papers on Finance 1907, University of St. Gallen, School of Finance.
    5. Johannes G. Jaspersen & Richard Peter & Marc A. Ragin, 2023. "Probability weighting and insurance demand in a unified framework," The Geneva Risk and Insurance Review, Palgrave Macmillan;International Association for the Study of Insurance Economics (The Geneva Association), vol. 48(1), pages 63-109, March.
    6. Schmidt, Ulrich & Friedl, Andreas & Lima de Miranda, Katharina, 2015. "Social comparison and gender differences in risk taking," Kiel Working Papers 2011, Kiel Institute for the World Economy (IfW Kiel).
    7. Enrico G. De Giorgi & Thierry Post, 2011. "Loss Aversion with a State-Dependent Reference Point," Management Science, INFORMS, vol. 57(6), pages 1094-1110, June.
    8. Oben K Bayrak & Bengt Kriström, 2016. "Is there a valuation gap? The case of interval valuations," Economics Bulletin, AccessEcon, vol. 36(1), pages 218-236.
    9. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    10. Dorian Jullien, 2018. "Under Risk, Over Time, Regarding Other People: Language and Rationality within Three Dimensions," Research in the History of Economic Thought and Methodology, in: Including a Symposium on Latin American Monetary Thought: Two Centuries in Search of Originality, volume 36, pages 119-155, Emerald Group Publishing Limited.
    11. Ulrich Schmidt & Horst Zank, 2012. "A genuine foundation for prospect theory," Journal of Risk and Uncertainty, Springer, vol. 45(2), pages 97-113, October.
    12. Chi, Yichun & Zheng, Jiakun & Zhuang, Shengchao, 2022. "S-shaped narrow framing, skewness and the demand for insurance," Insurance: Mathematics and Economics, Elsevier, vol. 105(C), pages 279-292.
    13. Peter, Richard & Ying, Jie, 2020. "Do you trust your insurer? Ambiguity about contract nonperformance and optimal insurance demand," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 938-954.
    14. repec:cup:judgdm:v:16:y:2021:i:6:p:1324-1369 is not listed on IDEAS
    15. Tennyson, Sharon & Yang, Hae Kyung, 2014. "The role of life experience in long-term care insurance decisions," Journal of Economic Psychology, Elsevier, vol. 42(C), pages 175-188.
    16. Aurélien Baillon & Han Bleichrodt & Vitalie Spinu, 2020. "Searching for the Reference Point," Management Science, INFORMS, vol. 66(1), pages 93-112, January.
    17. De Donder, Philippe & Leroux, Marie-Louise, 2012. "Behavioral Biases and Long Term Care Annuities: A Political Economy Approach," TSE Working Papers 12-352, Toulouse School of Economics (TSE), revised Feb 2013.
    18. Jiakun Zheng, 2020. "Optimal insurance design under narrow framing," Post-Print hal-04227370, HAL.
    19. Zheng, Jiakun, 2020. "Optimal insurance design under narrow framing," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 596-607.
    20. Morshedi, Mohamad Ali & Kashani, Hamed, 2022. "Assessment of vulnerability reduction policies: Integration of economic and cognitive models of decision-making," Reliability Engineering and System Safety, Elsevier, vol. 217(C).
    21. Simon Gächter & Eric J. Johnson & Andreas Herrmann, 2022. "Individual-level loss aversion in riskless and risky choices," Theory and Decision, Springer, vol. 92(3), pages 599-624, April.

    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:eee:hepoli:v:129:y:2023:i:c:s0168851023000040. 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: Catherine Liu or the person in charge (email available below). General contact details of provider: http://www.elsevier.com/locate/healthpol .

    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.