Rank-dependent Expected Utility
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The rank-dependent expected utility model (originally called anticipated utility) is a
generalized expected utility Generalized expected utility is a decision-making metric based on any of a variety of theories that attempt to resolve some discrepancies between expected utility theory and empirical observations, concerning choice under risky (probabilistic) c ...
model of choice under
uncertainty Uncertainty refers to epistemic situations involving imperfect or unknown information. It applies to predictions of future events, to physical measurements that are already made, or to the unknown. Uncertainty arises in partially observable or ...
, designed to explain the behaviour observed in the
Allais paradox The Allais paradox is a choice problem designed by to show an inconsistency of actual observed choices with the predictions of expected utility theory. Statement of the problem The Allais paradox arises when comparing participants' choices in two ...
, as well as for the observation that many people both purchase lottery tickets (implying
risk-loving In accounting, finance, and economics, a risk-seeker or risk-lover is a person who has a preference ''for'' risk. While most investors are considered risk ''averse'', one could view casino-goers as risk-seeking. A common example to explain risk-s ...
preferences) and insure against losses (implying
risk aversion In economics and finance, risk aversion is the tendency of people to prefer outcomes with low uncertainty to those outcomes with high uncertainty, even if the average outcome of the latter is equal to or higher in monetary value than the more ce ...
). A natural explanation of these observations is that individuals overweight low-probability events such as winning the lottery, or suffering a disastrous insurable loss. In the Allais paradox, individuals appear to forgo the chance of a very large gain to avoid a one per cent chance of missing out on an otherwise certain large gain, but are less risk averse when offered the chance of reducing an 11 per cent chance of loss to 10 per cent. A number of attempts were made to model preferences incorporating probability theory, most notably the original version of
prospect theory Prospect theory is a theory of behavioral economics and behavioral finance that was developed by Daniel Kahneman and Amos Tversky in 1979. The theory was cited in the decision to award Kahneman the 2002 Nobel Memorial Prize in Economics. Based ...
, presented by
Daniel Kahneman Daniel Kahneman (; he, דניאל כהנמן; born March 5, 1934) is an Israeli-American psychologist and economist notable for his work on the psychology of judgment and decision-making, as well as behavioral economics, for which he was award ...
and
Amos Tversky Amos Nathan Tversky ( he, עמוס טברסקי; March 16, 1937 – June 2, 1996) was an Israeli cognitive and mathematical psychologist and a key figure in the discovery of systematic human cognitive bias and handling of risk. Much of his ...
(1979). However, all such models involved violations of first-order
stochastic dominance Stochastic dominance is a partial order between random variables. It is a form of stochastic ordering. The concept arises in decision theory and decision analysis in situations where one gamble (a probability distribution over possible outcomes, ...
. In prospect theory, violations of dominance were avoided by the introduction of an 'editing' operation, but this gave rise to violations of transitivity. The crucial idea of rank-dependent expected utility was to overweigh only unlikely extreme outcomes, rather than all unlikely events. Formalising this insight required transformations to be applied to the cumulative probability distribution function, rather than to individual probabilities ( Quiggin, 1982, 1993). The central idea of rank-dependent weightings was then incorporated by
Daniel Kahneman Daniel Kahneman (; he, דניאל כהנמן; born March 5, 1934) is an Israeli-American psychologist and economist notable for his work on the psychology of judgment and decision-making, as well as behavioral economics, for which he was award ...
and
Amos Tversky Amos Nathan Tversky ( he, עמוס טברסקי; March 16, 1937 – June 2, 1996) was an Israeli cognitive and mathematical psychologist and a key figure in the discovery of systematic human cognitive bias and handling of risk. Much of his ...
into prospect theory, and the resulting model was referred to as
cumulative prospect theory Cumulative prospect theory (CPT) is a model for descriptive decisions under risk and uncertainty which was introduced by Amos Tversky and Daniel Kahneman in 1992 (Tversky, Kahneman, 1992). It is a further development and variant of prospect theor ...
(Tversky & Kahneman, 1992).


Formal representation

As the name implies, the rank-dependent model is applied to the increasing rearrangement \mathbf_ of \mathbf which satisfies y_\leq y_\leq ...\leq y_. W(\mathbf)=\sum_h_(\mathbf)u(y_) where \mathbf\in \Pi ,u:\mathbb \rightarrow \mathbb , and h_( \mathbf) is a probability weight such that h_(\mathbf)=q\left( \sum\limits_^\pi _\right) -q\left( \sum\limits_^\pi _\right) and h_(\mathbf)=q\left( \pi _\right) for a transformation function q: ,1rightarrow ,1/math> with q(0)=0, q(1)=1 . Note that \sum_h_(\mathbf)=q\left( \sum\limits_^\pi _{ \right) =q(1)=1 so that the decision weights sum to 1.


References

* Kahneman, Daniel and Amos Tversky. Prospect Theory: An Analysis of Decision under Risk, ''Econometrica'', XVLII (1979), 263-291. * Tversky, Amos and Daniel Kahneman. Advances in prospect theory: Cumulative representation of uncertainty. ''Journal of Risk and Uncertainty'', 5:297–323, 1992. * Quiggin, J. (1982), ‘A theory of anticipated utility’, ''Journal of Economic Behavior and Organization'' 3(4), 323–43. * Quiggin, J. ''Generalized Expected Utility Theory. The Rank-Dependent Model''. Boston: Kluwer Academic Publishers, 1993.


See also

*
Favourite-longshot bias In gambling and economics, the favourite-longshot bias is an observed phenomenon where on average, bettors tend to overvalue "longshots" and relatively undervalue favourites. That is, in a horse race where one horse is given odds of 2-to-1, and anot ...
Utility