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Measuring multivariate risk preferences in the health domain

Author

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  • Attema, Arthur E.
  • l’Haridon, Olivier
  • van de Kuilen, Gijs

Abstract

We investigate univariate and multivariate risk preferences for health (longevity) and wealth. We measure attitudes toward correlation and attitudes toward higher order dependence structures such as cross-prudence and cross-temperance, making use of the risk apportionment technique proposed by Eeckhoudt et al. (2007). For multivariate gains, we find correlation aversion and cross-prudence in longevity and wealth. For losses, we observe correlation seeking and cross-imprudence. We do not find clear evidence for cross-temperance. Our results indicate that longevity and wealth are considered to be substitutes for gains, but not for losses. Second, univariate (higher order) risk preferences are comparable for longevity and wealth, although somewhat closer to linearity for wealth. Third, we find evidence that attitudes toward dependence structures in the health domain are sign-dependent.

Suggested Citation

  • Attema, Arthur E. & l’Haridon, Olivier & van de Kuilen, Gijs, 2019. "Measuring multivariate risk preferences in the health domain," Journal of Health Economics, Elsevier, vol. 64(C), pages 15-24.
  • Handle: RePEc:eee:jhecon:v:64:y:2019:i:c:p:15-24
    DOI: 10.1016/j.jhealeco.2018.12.004
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    1. Bleichrodt, Han & Crainich, David & Eeckhoudt, Louis, 2003. "Comorbidities and the willingness to pay for health improvements," Journal of Public Economics, Elsevier, vol. 87(11), pages 2399-2406, October.
    2. Tengstam, Sven, 2007. "Disability and Marginal Utility of Income," Working Papers in Economics 276, University of Gothenburg, Department of Economics, revised 20 Jan 2012.
    3. Kimball, Miles S, 1990. "Precautionary Saving in the Small and in the Large," Econometrica, Econometric Society, vol. 58(1), pages 53-73, January.
    4. Krieger, Miriam & Mayrhofer, Thomas, 2012. "Patient Preferences and Treatment Thresholds under Diagnostic Risk – An Economic Laboratory Experiment," Ruhr Economic Papers 321, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    5. Han Bleichrodt & Louis Eeckhoudt, 2005. "Saving under rank-dependent utility," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 25(2), pages 505-511, February.
    6. Amy Finkelstein & Erzo F. P. Luttmer & Matthew J. Notowidigdo, 2013. "What Good Is Wealth Without Health? The Effect Of Health On The Marginal Utility Of Consumption," Journal of the European Economic Association, European Economic Association, vol. 11, pages 221-258, January.
    7. Stephen G. Pauker, 2014. "Moments When Utilities Are Functional," Medical Decision Making, , vol. 34(1), pages 4-7, January.
    8. Sloan, Frank A. & Kip Viscusi, W. & Chesson, Harrell W. & Conover, Christopher J. & Whetten-Goldstein, Kathryn, 1998. "Alternative approaches to valuing intangible health losses: the evidence for multiple sclerosis1," Journal of Health Economics, Elsevier, vol. 17(4), pages 475-497, August.
    9. Kimball, Miles S, 1993. "Standard Risk Aversion," Econometrica, Econometric Society, vol. 61(3), pages 589-611, May.
    10. Kip Smith & John Dickhaut & Kevin McCabe & José V. Pardo, 2002. "Neuronal Substrates for Choice Under Ambiguity, Risk, Gains, and Losses," Management Science, INFORMS, vol. 48(6), pages 711-718, June.
    11. Bleichrodt, Han & Crainich, David & Eeckhoudt, Louis, 2003. "The effect of comorbidities on treatment decisions," Journal of Health Economics, Elsevier, vol. 22(5), pages 805-820, September.
    12. Nicholas Bardsley & Robin Cubitt & Graham Loomes & Peter Moffatt & Chris Starmer & Robert Sugden, 2009. "Experimental Economics: Rethinking the Rules," Economics Books, Princeton University Press, edition 1, number 9074.
    13. Machiel van Dijk & Marc Pomp & Rudy Douven, 2006. "Consumer price sensitivity in health insurance," CPB Discussion Paper 56, CPB Netherlands Bureau for Economic Policy Analysis.
    14. Joseph S. Pliskin & Donald S. Shepard & Milton C. Weinstein, 1980. "Utility Functions for Life Years and Health Status," Operations Research, INFORMS, vol. 28(1), pages 206-224, February.
    15. Evans, William N & Viscusi, W Kip, 1991. "Estimation of State-Dependent Utility Functions Using Survey Data," The Review of Economics and Statistics, MIT Press, vol. 73(1), pages 94-104, February.
    16. Mohammed Abdellaoui & Aurelien Baillon & Laetitia Placido & Peter P. Wakker, 2011. "The Rich Domain of Uncertainty: Source Functions and Their Experimental Implementation," American Economic Review, American Economic Association, vol. 101(2), pages 695-723, April.
    17. 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.
    18. Mohammed Abdellaoui & Han Bleichrodt & Olivier L’Haridon, 2008. "A tractable method to measure utility and loss aversion under prospect theory," Journal of Risk and Uncertainty, Springer, vol. 36(3), pages 245-266, June.
    19. Sven Tengstam, 2014. "Disability And Marginal Utility Of Income: Evidence From Hypothetical Choices," Health Economics, John Wiley & Sons, Ltd., vol. 23(3), pages 268-282, March.
    20. Louis Eeckhoudt & Harris Schlesinger, 2006. "Putting Risk in Its Proper Place," American Economic Review, American Economic Association, vol. 96(1), pages 280-289, March.
    21. Jonathan Cohen & Keith Marzilli Ericson & David Laibson & John Myles White, 2020. "Measuring Time Preferences," Journal of Economic Literature, American Economic Association, vol. 58(2), pages 299-347, June.
    22. Domeij David & Johannesson Magnus, 2006. "Consumption and Health," The B.E. Journal of Macroeconomics, De Gruyter, vol. 6(1), pages 1-30, May.
    23. repec:zbw:rwirep:0321 is not listed on IDEAS
    24. Courbage, Christophe & Rey, Béatrice, 2012. "Priority setting in health care and higher order degree change in risk," Journal of Health Economics, Elsevier, vol. 31(3), pages 484-489.
    25. 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.
    26. Cary Deck & Harris Schlesinger, 2010. "Exploring Higher Order Risk Effects," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(4), pages 1403-1420.
    27. Edwards, Ryan D, 2008. "Health Risk and Portfolio Choice," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 472-485.
    28. Loomes, Graham & McKenzie, Lynda, 1989. "The use of QALYs in health care decision making," Social Science & Medicine, Elsevier, vol. 28(4), pages 299-308, January.
    29. Han Bleichrodt & Jose Luis Pinto, 2000. "A Parameter-Free Elicitation of the Probability Weighting Function in Medical Decision Analysis," Management Science, INFORMS, vol. 46(11), pages 1485-1496, November.
    30. S. Wouters & N. Exel & M. Donk & K. Rohde & W. Brouwer, 2015. "Do people desire to be healthier than other people? A short note on positional concerns for health," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 16(1), pages 47-54, January.
    31. Louis Eeckhoudt & Béatrice Rey & Harris Schlesinger, 2007. "A Good Sign for Multivariate Risk Taking," Management Science, INFORMS, vol. 53(1), pages 117-124, January.
    32. Han Bleichrodt & Jose Luis Pinto & Peter P. Wakker, 2001. "Making Descriptive Use of Prospect Theory to Improve the Prescriptive Use of Expected Utility," Management Science, INFORMS, vol. 47(11), pages 1498-1514, November.
    33. Cary Deck & Harris Schlesinger, 2014. "Consistency of Higher Order Risk Preferences," Econometrica, Econometric Society, vol. 82(5), pages 1913-1943, September.
    34. Charles N. Noussair & Stefan T. Trautmann & Gijs van de Kuilen, 2014. "Higher Order Risk Attitudes, Demographics, and Financial Decisions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 325-355.
    35. Dardanoni, Valentino & Wagstaff, Adam, 1990. "Uncertainty and the demand for medical care," Journal of Health Economics, Elsevier, vol. 9(1), pages 23-38, June.
    36. Han (H.) Bleichrodt & Paul van Bruggen, 2018. "Reflection for higher order risk preferences," Tinbergen Institute Discussion Papers 18-079/I, Tinbergen Institute.
    37. 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.
    38. Sebastian Ebert & Daniel Wiesen, 2011. "Testing for Prudence and Skewness Seeking," Management Science, INFORMS, vol. 57(7), pages 1334-1349, July.
    39. Helga Fehr-Duda & Thomas Epper, 2012. "Probability and Risk: Foundations and Economic Implications of Probability-Dependent Risk Preferences," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 567-593, July.
    40. Sebastian Ebert & Daniel Wiesen, 2014. "Joint measurement of risk aversion, prudence, and temperance," Journal of Risk and Uncertainty, Springer, vol. 48(3), pages 231-252, June.
    41. Henry Stott, 2006. "Cumulative prospect theory's functional menagerie," Journal of Risk and Uncertainty, Springer, vol. 32(2), pages 101-130, March.
    42. 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.
    43. Aurélien Baillon & Harris Schlesinger & Gijs van de Kuilen, 2018. "Measuring higher order ambiguity preferences," Experimental Economics, Springer;Economic Science Association, vol. 21(2), pages 233-256, June.
    44. Beatrice Rey & Jean-Charles Rochet, 2004. "Health and Wealth: How do They Affect Individual Preferences?," The Geneva Papers on Risk and Insurance Theory, Springer;International Association for the Study of Insurance Economics (The Geneva Association), vol. 29(1), pages 43-54, June.
    45. Cary Deck & Harris Schlesinger, 2018. "On The Robustness Of Higher Order Risk Preferences," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 85(2), pages 313-333, June.
    46. Gollier, Christian & Pratt, John W, 1996. "Risk Vulnerability and the Tempering Effect of Background Risk," Econometrica, Econometric Society, vol. 64(5), pages 1109-1123, September.
    47. Christophe Courbage & Béatrice Rey, 2006. "Prudence and optimal prevention for health risks," Post-Print halshs-03353388, HAL.
    48. Trautmann, Stefan T. & Kuilen, Gijs van de, 2018. "Higher order risk attitudes: A review of experimental evidence," European Economic Review, Elsevier, vol. 103(C), pages 108-124.
    49. L. Eeckhoudt & H. Bleichrodt, 2005. "Saving under rank-dependent expected utility," Post-Print hal-00326118, HAL.
    50. Christophe Courbage & Béatrice Rey, 2012. "Priority setting in health care and higher order degree change in risk," Post-Print halshs-03353458, HAL.
    51. Christophe Courbage & Béatrice Rey, 2006. "Prudence and optimal prevention for health risks," Health Economics, John Wiley & Sons, Ltd., vol. 15(12), pages 1323-1327, December.
    52. Chris Starmer, 2000. "Developments in Non-expected Utility Theory: The Hunt for a Descriptive Theory of Choice under Risk," Journal of Economic Literature, American Economic Association, vol. 38(2), pages 332-382, June.
    53. Larry G. Epstein & Stephen M. Tanny, 1980. "Increasing Generalized Correlation: A Definition and Some Economic Consequences," Canadian Journal of Economics, Canadian Economics Association, vol. 13(1), pages 16-34, February.
    54. Scott F. Richard, 1975. "Multivariate Risk Aversion, Utility Independence and Separable Utility Functions," Management Science, INFORMS, vol. 22(1), pages 12-21, September.
    55. Mohammed Abdellaoui, 2000. "Parameter-Free Elicitation of Utility and Probability Weighting Functions," Management Science, INFORMS, vol. 46(11), pages 1497-1512, November.
    56. Béatrice Rey & Jean-Charles Rochet, 2004. "Health and Wealth: How do They Affect Individual Preferences?*," The Geneva Risk and Insurance Review, Palgrave Macmillan;International Association for the Study of Insurance Economics (The Geneva Association), vol. 29(1), pages 43-54, June.
    57. Urs Fischbacher, 2007. "z-Tree: Zurich toolbox for ready-made economic experiments," Experimental Economics, Springer;Economic Science Association, vol. 10(2), pages 171-178, June.
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    7. Takao Asano & Yusuke Osaki, 2023. "Cross Risk Apportionment and Non-financial Correlated Background Uncertainty," KIER Working Papers 1098, Kyoto University, Institute of Economic Research.
    8. Thomas Mayrhofer & Hendrik Schmitz, 2020. "Prudence and prevention - Empirical evidence," Working Papers CIE 134, Paderborn University, CIE Center for International Economics.
    9. Wong, Kit Pong, 2022. "Diversification and risk attitudes toward two risks," Journal of Mathematical Economics, Elsevier, vol. 102(C).
    10. Arthur E. Attema & Jona J. Frasch & Olivier L’Haridon, 2022. "Multivariate risk preferences in the quality‐adjusted life year model," Health Economics, John Wiley & Sons, Ltd., vol. 31(2), pages 382-398, February.
    11. Mulligan, Karen & Baid, Drishti & Doctor, Jason N. & Phelps, Charles E. & Lakdawalla, Darius N., 2024. "Risk preferences over health: Empirical estimates and implications for medical decision-making," Journal of Health Economics, Elsevier, vol. 94(C).
    12. Yu Gao & Zhenxing Huang & Ning Liu & Jia Yang, 2024. "Are physicians rational under ambiguity?," Journal of Risk and Uncertainty, Springer, vol. 68(2), pages 183-203, April.
    13. Attema, Arthur & Frasch, Jona & L'Haridon, Olivier, 2020. "Multivariate risk preferences in the QALY model," MPRA Paper 103339, University Library of Munich, Germany.
    14. Christophe Courbage & Richard Peter, 2021. "On the effect of uncertainty on personal vaccination decisions," Health Economics, John Wiley & Sons, Ltd., vol. 30(11), pages 2937-2942, November.
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    20. Richard Peter, 2021. "A fresh look at primary prevention for health risks," Health Economics, John Wiley & Sons, Ltd., vol. 30(5), pages 1247-1254, May.
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    More about this item

    Keywords

    Multivariate risk attitudes; Health; Prudence; Temperance;
    All these keywords.

    JEL classification:

    • B41 - Schools of Economic Thought and Methodology - - Economic Methodology - - - Economic Methodology
    • D90 - Microeconomics - - Micro-Based Behavioral Economics - - - General
    • I10 - Health, Education, and Welfare - - Health - - - General

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