Topic 5: Choice under Uncertainty Flashcards
expected utility model
most commonly used model under uncertainty
goal of choice under uncertainty
model of the choice of an individual faced with actions whose consequences are uncertainty
lotteries
probability distribution where DM faces a choice among risky alternatives
consequentialism
only the reduced lottery over final outcomes matters to the DM
allais paradox
mathematically impossible statements and cannot simultaneously be true
these types of violations are not rare
1 - choose between A with 2500 with probability 0.33, 2400 with probability 0.66 and 0 with probability 0.01 or B with 2400 certainty
2- choose between C with 2500 with probability 0.33, 0 with probability 0.66 and 0 with probability 0.01 or C with 2400 with probability 0.34 and 0 with probability 0.66
people choose the modal response in both questions which is an allais violation
validity of the model of choice under uncertainty
not all people in experiments display these preferences
- not one size fit all
do we have the right idea of what final consequences/outcomes are?
- semantics of journey vs. decision
learning from one’s mistakes
is the contradiction too stylised?
ellsberg paradox
300 balls - 100 red, 200 either blue or green
1 - receive 1000 if the ball is red, else nothing
2 - receive 1000 if the ball is blue, else nothing
vast majority pick the first option but with expected utility it doesn’t make sense
second option is ambiguous and people systematically dislike ambiguity
- can’t use the model to describe the individual
allais vs. ellsberg
allais pushes us to consider how the DM values objects
ellsberg invites us to consider how the DM perceives probabilities
machina’s paradox
point is that we experience feelings
framing
outbreak causes 600 diseases
1 - choose between 200 saved with A, or 600 saved with 1/3 probability and 0 saved with 2/3 probability with B
2 - chosen between 400 deaths with C, or 0 deaths with 1/3 probability and 600 deaths with 2/3 probability
choices are identical but people tend to choose A over B and D over C
mindset of thinking about losses/gains can change your decision
certainty equivalent
amount of money that leaves DM indifferent between money and the gamble
smaller than the gamble’s expected amount
insurance premium
paying someone to absorb the risk when risk premium is positive
degree of risk aversion
how curved the bernoulli function is
- the more curved, the willingness to pay to avoid risk goes up
straight line means individual is risk-neutral and indifferent between risk of getting 0 or a lot, and getting the average for certain
absolute risk aversion
allows for the possibility of different degrees of risk aversion depending on the amount of money there is
measures of curvature for the bernoulli curve
relative risk aversion
unit measure of risk aversion normalising for amount of wealth
attitudes towards gambles of a fraction of total wealth (and not of a particular amount)