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Decision Making Based on Risk-Value Tradeoffs

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The Mathematics of Preference, Choice and Order

Part of the book series: Studies in Choice and Welfare ((WELFARE))

This essay provides a review for measures of risk and risk-value models that we have developed for the past ten years. Risk-value models are a new class of decision making models based on the idea of risk-value tradeoffs. Intuitively, individuals may consider their choices over risky alternatives by trading off between risk and return, where return is typically measured as the mean (or expected return) and risk is measured by some indicator of dispersion or possible losses. This notion is prevalent in the literatures in finance, marketing and other areas.

Markowitz (1959, 1987, 1991) proposed variance as a measure of risk, and a mean-variance model for portfolio selection based on minimizing variance subject to a given level of mean return. But arguments have been made that mean-variance models are appropriate only if the investor's utility function is quadratic or the joint distribution of returns is normal. However, these conditions are rarely satisfied in practice.

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References

  • Allais, M. (1953). Le comportement de l'homme rationnel devant le risque critique des postulats et axiomes de l'ecole americaine. Econometrica, 2, 503–546.

    Article  Google Scholar 

  • Allais, M. (1979). The foundations of a positive theory of choice involving risk and a criticism of the postulates and axioms of the American school. In M. Allais, O. Hagen (Eds.), Expected utility hypotheses and the allais paradox (pp. 27–145). Dordrecht: Holland: D Reidel.

    Google Scholar 

  • Bell, D. E. (1985). Disappointment in decision making under uncertainty. Operations Research, 33, 1–27.

    Article  Google Scholar 

  • Bell, D. E. (1988). One-switch utility functions and a measure of risk. Management Science, 34, 1416–1424.

    Article  Google Scholar 

  • Bell, D. E. (1995). Risk return and utility. Management Science, 41, 23–30.

    Article  Google Scholar 

  • Butler, J. C., Dyer, J. S., and Jia, J. (2005). An empirical investigation of the assumptions of risk-value models. Journal of Risk and Uncertainty, 30(2), pp. 133–156.

    Article  Google Scholar 

  • Coombs, C. H.,&Bowen, J. N. (1971). A test of VE-theories of risk and the effect of the central limit theorem. Acta Psychologica, 35, 15–28.

    Article  Google Scholar 

  • Coombs, C. H.,&Lehner, P. E. (1981). An evaluation of two alternative models for a theory of risk: Part 1. Journal of Experimental Psychology Human Perception and Performance, 7, 1110–1123.

    Article  Google Scholar 

  • Coombs, C. H.,&Lehner, P. E. (1984). Conjoint design and analysis of the bilinear model: An application to judgments of risk. Journal of Mathematical Psychology, 28, 1–42.

    Article  Google Scholar 

  • Dyer, J. S.,&Jia, J. (1997). Relative risk-value models. European Journal of Operational Research, 103, 170–185.

    Article  Google Scholar 

  • Dyer, J. S.,&Jia, J. (1998). Preference conditions for utility models: A risk-value perspective. Annals of Operations Research, 80, 167–182.

    Article  Google Scholar 

  • Fishburn, P. C. (1977). Mean-risk analysis with risk associated with below-target returns. American Economic Review, 67, 116–126.

    Google Scholar 

  • Fishburn, P. C. (1982). Foundations of risk measurement II Effects of gains on risk. Journal of Mathematical Psychology, 25, 226–242.

    Article  Google Scholar 

  • Fishburn, P. C. (1984). Foundations of risk measurement I Risk as probable loss. Management Science, 30, 296–406.

    Google Scholar 

  • Fishburn, P. C. (1989). Generalizations of expected utility theories: A survey of recent proposals. Annals of Operations Research, 19, 3–28.

    Google Scholar 

  • Fishburn, P. C.,&Kochenberger, G. A. (1979). Two-piece von Neumann-Morgenstern utility functions. Decision Sciences, 10, 503–518.

    Article  Google Scholar 

  • Friedman, M.,&Savage, L. P. (1948). The utility analysis of choices involving risk. Journal of Political Economy, 56, 279–304.

    Article  Google Scholar 

  • Jia, J. (1995). Measures of risk and risk-value theory. unpublished PhD Dissertation, University of Texas at Austin TX.

    Google Scholar 

  • Jia, J.,&Dyer, J. S. (1996). A standard measure of risk and risk-value models. Management Science, 42, 1961–1705.

    Article  Google Scholar 

  • Jia, J., Dyer, J. S.,&Butler, J. C. (1999) Measures of perceived risk. Management Science, 45, 519–532.

    Article  Google Scholar 

  • Jia, J., Dyer, J. S.,&Butler, J. C. (2001). Generalized disappointment models. Journal of Risk and Uncertainty, 22(1), 59–78.

    Article  Google Scholar 

  • Kahneman, D. H.,&Tversky, A. (1979). Prospect theory: An analysis of decision under risk. Econometrica, 47, 263–290.

    Article  Google Scholar 

  • Keller, L. R., Sarin, R. K.,&Weber, M. (1986). Empirical investigation of some properties of the perceived riskiness of gambles. Organizational Behavior and Human Decision Process, 38, 114–130.

    Article  Google Scholar 

  • Konno, H.,&Yamazaki, H. (1992). Mean-absolute deviation portfolio optimization model and its applications to Tokyo stock market. Management Science, 37, 519–531.

    Article  Google Scholar 

  • Loomes, G.,&Sugden, R. (1986). Disappointment and dynamic consistency in choice under uncertainty. Review of Economic Studies, LIII, 271–282.

    Google Scholar 

  • Lowenstein, G., Weber, E. U., Hsee, C.,&Welch, E. (2001). Risk as feelings. Psychological Bulletin, 127, 267–286.

    Article  Google Scholar 

  • Luce, R. D. (1980). Several possible measures of risk. Theory and Decision, 12, 217–228; Correction 1981:13 381.

    Article  Google Scholar 

  • Luce, R. D.,&Weber, E. U. (1986). An axiomatic theory of conjoint expected risk. Journal of Mathematical Psychology, 30, 188–205.

    Article  Google Scholar 

  • Machina, M. J. (1987). Choice under uncertainty: Problems solved and unsolved. Economic Perspectives, 1(1), 121–154.

    Google Scholar 

  • Markowitz, H. M. (1952). The utility of wealth. Journal of Political Economy, 60, 151–158.

    Article  Google Scholar 

  • Markowitz, H. M. (1959). Portfolio selection. New York: Wiley.

    Google Scholar 

  • Markowitz, H. M. (1987). Mean-variance analysis in portfolio choice and capital markets. New York: Basil Blackwell.

    Google Scholar 

  • Markowitz, H. M. (1991). Foundations of portfolio theory. Journal of Finance, XLVI, 469–477.

    Article  Google Scholar 

  • Meyer, J. (1987). Two-moment decision models and expected utility maximization. American Economic Review, 77, 421–430.

    Google Scholar 

  • Payne, J. W., Laughhunn, D. J.,&Crum, R. (1980). Translation of gambles and aspiration level effects in risky choice behavior. Management Science, 26, 1039–1060.

    Article  Google Scholar 

  • Payne, J. W., Laughhunn, D.,&Crum, R. (1981). Further tests of aspiration level effects in risky choice behavior. Management Science, 27, 953–958.

    Article  Google Scholar 

  • Pollatsek, A.,&Tversky, A. (1970). A theory of risk. Journal of Mathematical Psychology, 7, 540–553.

    Article  Google Scholar 

  • Pratt, J. W. (1964). Risk aversion in the small and in the large. Econometrica, 32, 122–136.

    Article  Google Scholar 

  • Quiggin, J. (1982). A theory of anticipated utility. Journal of Economic Behavior and Organization, 3, 323–343.

    Article  Google Scholar 

  • Sarin, R. K. (1987). Some extensions of Luce's measures of risk. Theory and Decision, 22, 25–141.

    Article  Google Scholar 

  • Sarin, R. K.,&Weber, M. (1993). Risk-value models. European Journal of Operational Research, 70, 135–149

    Article  Google Scholar 

  • Savage, L. J. (1954). The foundations of statistics. New York: Wiley.

    Google Scholar 

  • Sharpe, W. F. (1970). Portfolio theory and capital markets. New York: McGraw-Hill.

    Google Scholar 

  • Sharpe, W. F. (1991). Capital asset prices with and without negative holdings. Journal of Finance, XLVI, 489–509.

    Article  Google Scholar 

  • Tversky, A.,&Kahneman, D. H. (1992). Advances in prospect theory: Cumulative representation of uncertainty. Journal of Risk and Uncertainty, 5, 297–323.

    Article  Google Scholar 

  • von Neumann, J.,&Morgenstern, O. (1947). Theory of games and economic behavior. Princeton, NJ: Princeton University Press.

    Google Scholar 

  • Weber, E. U. (1984). Combine and conquer: a joint application of conjoint and functional approaches to the problem of risk measurement. Journal of Experimental Psychology Human Perception and Performance, 10, 179–194.

    Article  Google Scholar 

  • Weber, E. U. (2001). Decision and choice: Risk empirical studies. In N. Smelser, P. Baltes (Eds.), International Encylopedia of the Social Sciences (pp. 13347–13351). Oxford: Elsevier—.

    Google Scholar 

  • Weber, E. U., Blais, A. -R.,&Betz, N. (2004). Predicting risk sensitivity in humans and lower animals: Risk as variance or coefficient of variation. Psychological Review, 111, 430–445.

    Article  Google Scholar 

  • Weber, E. U.,&Bottom, W. P. (1989). Axiomatic measures of perceived risk: Some tests and extensions. Journal of Behavioral Decision Making, 2, 113–131.

    Article  Google Scholar 

  • Weber, M. (1990). Risikoentscheidungskalkule in der Finanzierungstheorie. Stuttgart: Poeschel.

    Google Scholar 

  • Wu. G.,&Gonzalez, R. (1996). Curvature of the probability weighting function. Management Science, 42, 1676–1690.

    Article  Google Scholar 

Download references

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Correspondence to James S. Dyer .

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Jia, J., Dyer, J.S. (2009). Decision Making Based on Risk-Value Tradeoffs. In: Brams, S.J., Gehrlein, W.V., Roberts, F.S. (eds) The Mathematics of Preference, Choice and Order. Studies in Choice and Welfare. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-79128-7_4

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