Skip to main content
Log in

Some consequences of correlation aversion in decision science

  • Published:
Annals of Operations Research Aims and scope Submit manuscript

Abstract

Very often in decision problems with uni- or multivariate objective, many results depend upon the signs of successive direct or cross derivatives of the utility function at least up to the 4th order. The purpose of the present paper is to provide a new and unified interpretation of these signs. It is based on the observation that decision-makers like to combine assets the return of which are negatively correlated (i.e., they have a preference for hedging). More specifically, this attitude is modelled through the concept of an “elementary correlation increasing transformation” defined by Epstein and Tanny (Can. J. Econ. 13:16–34, 1980). Decision-makers are said to be correlation averse if they dislike such a transformation. It will be shown that correlation aversion underlies many aspects of a decision-maker’s behavior under risk, including risk aversion, prudence, and temperance. Hence, correlation aversion provides a unifying, elegant and powerful framework to analyze risky decisions in the bivariate case. In this framework, also the concave version of the bivariate stochastic orderings introduced in Denuit, Lefèvre and Mesfioui (Insur. Math. Econ. 24:31–50, 1999a) turns out to be appropriate for comparing correlated outcomes and for comparing bivariate distributions with ordered marginals. The main result of this paper states that a decision-maker who is averse to correlation would rank bivariate outcomes as if using such higher order concave stochastic orderings. In particular, some features of decision-making under bidimensional risk, such as cross-prudence and cross-temperance, can also be linked to correlation aversion.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Atkinson, A. B., & Bourguignon, F. (1982). The comparison of multi-dimensional distributions of economic status. Review of Economic Studies, 49, 183–201.

    Article  Google Scholar 

  • Chiu, W. H. (2005). Skewness preference, risk aversion and the precedence relations on stochastic changes. Management Science, 51, 1816–1828.

    Article  Google Scholar 

  • Denuit, M., & Eeckhoudt, L. (2008). Bivariate stochastic dominance and common preferences of decision-makers with risk independent utilities (Working Paper 08-03). Institut des Sciences Actuarielles, Université Catholique de Louvain, Louvain-la-Neuve, Belgium.

  • Denuit, M., Lefèvre, Cl., & Shaked, M. (1998). The s-convex orders among real random variables, with applications. Mathematical Inequalities and Their Applications, 1, 585–613.

    Google Scholar 

  • Denuit, M., Lefèvre, Cl., & Mesfioui, M. (1999a). A class of bivariate stochastic orderings with applications in actuarial sciences. Insurance: Mathematics and Economics, 24, 31–50.

    Article  Google Scholar 

  • Denuit, M., De Vijlder, F. E., & Lefèvre, Cl. (1999b). Extremal generators and extremal distributions for the continuous s-convex stochastic orderings. Insurance: Mathematics and Economics, 24, 201–217.

    Article  Google Scholar 

  • Doherty, N., & Schlesinger, H. (1983). Optimal insurance in incomplete markets. Journal of Political Economy, 91, 1045–1054.

    Article  Google Scholar 

  • Drèze, J., & Modigliani, F. (1972). Consumption decision under uncertainty. Journal of Economic Theory, 5, 308–335.

    Article  Google Scholar 

  • Eeckhoudt, L., & Schlesinger, H. (2006). Putting risk in proper place. American Economic Review, 96, 280–289.

    Article  Google Scholar 

  • Eeckhoudt, L., Rey, B., & Schlesinger, H. (2007). A good sign for multivariate risk taking. Management Science, 53, 117–124.

    Article  Google Scholar 

  • Ekern, S. (1980). Increasing nth degree risk. Economics Letters, 6, 329–333.

    Article  Google Scholar 

  • Engelbrecht, R. (1977). A note on multivariate risk and separable utility functions. Management Science, 23, 1143–1144.

    Article  Google Scholar 

  • Epstein, L. G., & Tanny, S. M. (1980). Increasing generalized correlation: A definition and some economic consequences. Canadian Journal of Economics, 13, 16–34.

    Article  Google Scholar 

  • Fagart, M. C., & Sinclair-Desgagné, B. (2007). Ranking contingent monitoring systems. Management Science, 53, 1501–1509.

    Article  Google Scholar 

  • Fishburn, P. C. (1976). Continua of stochastic dominance relations for bounded probability distributions. Journal of Mathematical Economics, 3, 295–311.

    Article  Google Scholar 

  • Fishburn, P. C. (1980). Stochastic dominance and moments of distributions. Mathematics of Operations Research, 5, 94–100.

    Article  Google Scholar 

  • Gollier, C., & Pratt, J. (1996). Risk vulnerability and the tempering effect of background risk. Econometrica, 64, 1109–1123.

    Article  Google Scholar 

  • Kimball, M. S. (1990). Precautionary savings in the small and in the large. Econometrica, 58, 53–73.

    Article  Google Scholar 

  • Kimball, M. S. (1992). Precautionary motives for holding assets. In P. Newman, M. Milgate, & J. Falwell (Eds.), New palgrave dictionary of money and finance (Vol. 3, pp. 158–161). London: MacMillan.

    Google Scholar 

  • Kimball, M. S. (1993). Standard risk aversion. Econometrica, 61, 589–611.

    Article  Google Scholar 

  • Menezes, C., & Wang, X. (2005). Increasing outer risk. Journal of Mathematical Economics, 41, 875–886.

    Article  Google Scholar 

  • Menezes, C., Geiss, C., & Tressler, J. (1980). Increasing downside risk. American Economic Review, 70, 921–932.

    Google Scholar 

  • O’Brien, G. (1984). Stochastic dominance and moment inequalities. Mathematics of Operations Research, 9, 475–477.

    Article  Google Scholar 

  • Popescu, I. (2007). Robust mean covariance solution for stochastic optimization and applications. Operations Research, 55, 98–112.

    Article  Google Scholar 

  • Pratt, J., & Zeckhauser, R. (1987). Proper risk aversion. Econometrica, 55, 143–154.

    Article  Google Scholar 

  • Richard, S. (1975). Multivariate risk aversion utility independence and separable utility functions. Management Science, 22, 12–21.

    Article  Google Scholar 

  • Rolski, T. (1976). Order relations in the set of probability distribution functions and their applications in queueing theory. Dissertationes Mathematicae, 132, 5–47.

    Google Scholar 

  • Tchen, A. H. (1980). Inequalities for distributions with given marginals. Annals of Probability, 8, 814–827.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Michel Denuit.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Denuit, M., Eeckhoudt, L. & Rey, B. Some consequences of correlation aversion in decision science. Ann Oper Res 176, 259–269 (2010). https://doi.org/10.1007/s10479-008-0446-7

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10479-008-0446-7

Keywords

Navigation