Lecture 11: Prospect Theory Flashcards
Framing effect
The framing effect shows the the presentation of a problem affects the decision (e.g. 200 saved vs 400 die).
What is the problem of a concave utility function?
People have different risk attitudes for gains (risk averse) and losses (risk prone) -> E.g. Asian disease problem (200 saved vs 400 die)
What is the problem of EUT regarding the use of absolute levels?
- People care about changes not about absolute levels (final wealth)
What is the Allais Paradox?
- In EUT expected utility is linear in probabilities (Independence Axiom)
- Allais Paradox shows that DM have non-linear decision weights
- People value small probabilities higher and large probabilities lower
Where does EUT fail?
- Framing effects (presentation of choices)
- Individuals care about changes not the absolute levels (in EUT the domain of utility is final weals level and not gains or losses)
- Different risk attitudes for gains and losses (EUT assumes that u is concave)
- Non-linear decision weights (Allais Paradox)
Prospect Theory (PT)
- Concept of a value function
- Additive
PT - Differences from EUT
- Value Function:
- captures deviations from a reference point
- is usually concave above the reference point (for gains) and convex below (for losses) -> steeper for losses then for gains - Non-linear probability weighting (Allais Paradox)
PT - Reference point
- DM evaluates changes relative to a reference point
- The reference point is perceived as neutral
PT - Gains and losses
- Concave utility function for gains
- Convex utility function for losses
- A power function with parameters Lamda (loss aversion parameter) and alpha (controls curvature) is commonly used
PT - Loss aversion
- The utility function is usually steeper for losses than for gains -> easier to make people unhappy than happy
Endowment Effect
- The value of something increases when it become spart of the person’s endowment (lord of the rings)
PT - Diminishing Value sensitivity
The difference between gains of 10 and 20 € is greater than the difference between 110 and 120 €
PT - Probability Weighting
- People overvalue small probabilities and undervalue large probabilities
- Solution: Probability Weighting
Application of Prospect Theory
Uber: Motivate driver by statement: Your are only 10 € short of making 500 € -> Loss aversion: people are motivated by the threat of loss