Lecture 4: prospect theory and beyond Flashcards
Von Neumann & Morgenstern
you can calculate the cardinal utility of an outcome based on 3 assumptions
1. risky propositions can be ordered in desirability
2. concept of expected utility is behaviorally meaningful
3. choices among risky alternatives are made in a way to maximize expected utility
if you adhere to certain rules maximizing utility is rational. objective value of money isn’t linear, but marginal value is.
cardinal and ordinal utility
- cardinal gives a numerical value to utility
- ordinal is on a preference scale
Maurice Allais
researched a number of inconsistencies within the utility theory in the choices that people make. he published a paper revolving around this Allais paradox.
common consequences principle
if two options have the same probability for a given consequence, then you should ignore this option when choosing between the options and base your choices on the aspects of the options that differ.
however people violate this when making choices
or sure thing principle
Ellsberg paradox
people aren’t consistent in their assumptions. red, blue and yellow balls.
hypotheses that explain the Allais paradox
- people’s decisions are influenced by anticipated regret
- people’s perception of probability is nonlineair
hypotheses that explain the ellsberg paradox
- people tend to avoid ambigious probabilities in the domain of gains
- people tend to seek ambigious probabilities in the domain of losses
prospect theory
PT = ∑π(p) * V(X)
it is probability and value transformed, but still a multiplication of probability and form of outcome
Kahneman and Tversky (1979)
describe several choice problems in which preferences systematically violate the EUT and the reflection effect
several choice problems in which preferences systematically violate expected utility theory
Kahneman and Tversky (1979)
- if B is preferred to A, not any probability mixture of B is preferred to A.
- demonstrated the certainty effect with non monetary outcomes; people choose the certain outcome, but if everything becomes risky, people choose the most attractive option.
- show a difference in possibility and probability. if winning is probable they choose the option that is most probable. when winning is merely possible people choose the largest gain.
reflection effect
Kahneman and Tversky (1979)
also made a loss version of some of the problems that showed that people are risk averse for choices with sure gain, but risk seeking for choices with a sure loss.
- people prefer a small change of a bigger loss than a big change on a small loss.
- this is inconsistent with EUT and with the idea that people like certainty and dislike risk
framing effect
the structure of the problem may affect choices. (For example live indicates a gain situation and die a los situation).
characteristics of prospect theory
- you look at what you have and what will be added
- defined on gains and losses rather than total wealth
- concave in the gain domain and convex in the loss domain. reflection effect; caused by the shape of the graph.
- considerably steeper for loss than gain. Loss aversion; caused by the steepness of the graph.
the weighting of probabilities
- moderate and high probabilities are underweighted
- low probabilities are overweighted
- highly likely and highly unlikely events are either ignored or overweighted
the graph is not finished because we don’t know what happens at the end. Pi is not well behaved near the end.
positive theory
a theory that aims to describe behavior. published by Thaler and Shafir. they used prospect theory to form this theory. Through an experiment from this article they found the endownment effect.