Lecture 8 Flashcards
1
Q
What are the two sources of DM mistakes?
A
- Assessing subjective expected utilities
- Assessing subjective expected probabilities
2
Q
How to measure utility?
A
- Absolute vs relative: hard vs easy
- Easier to answer relative questions e.g which would you prefer rather than rate this on a scale
- Good to place things in a rank, even random ones to give you a more precise idea
- On a scale from -100 to +100
- Anchors matter e.g -100 = hell, +100 = heaven
- E.g utility of a burger on the scale of heaven/hell does not make sense - too extreme = compresses judgements into a smaller range - hard to differentiate, use more of the scale when you make it more precise as it represents more
3
Q
How to measure utility: framing?
A
- Prospect theory: people treat gains and losses differently
- Gains: risk averse, losses: risk seeking
- People treat gains and losses relative to a set point in relation to an absolute measure
- Framing tends to be non-normative: if utility measurements are differently questioned, do we get a different answer
4
Q
How to use preferences to measure utility?
A
- Utility of best option is 100 (arbitrary)
- Utility of worst thing is 0
- Utility of middling outcome is 100*p
- Imagine you are a lecturer for certain versus p chance of king of the world and 1-p being broke and homeless e.g lecturer for certain but chance of king = 1% and broke = 99%, what to choose until you reach the tipping point
5
Q
What are substitution measures of utility?
A
- How much money would it take to give up X
6
Q
What was the pain thought experiment with money?
A
- Memory for pain is dominated by peak pain and final pain
- Memory for past utility can be badly distorted
- Kahneman Pain Studies
7
Q
What is probability?
A
- From 0 - 1
- Two theoretical frameworks: probabilities are statements about event frequency e.g dice rolling
- Probability judgements are statements about degree of belief in the occurrence of an event e.g beliefs exist where frequencies are unclear or ambiguous = p(you will be married by 27)
8
Q
What is coherence?
A
- Not violating the rules of probability
- State probabilities must sum to 1
- Subsets cannot be more probable than the sets they are in
- States must be mutually exclusive and exhaustive
9
Q
What is Correspondence?
A
- Accurately matching subjective to objective probability
- Risk overconfidence effects: tendency to estimate probabilities closer to 0 or 1 than they are
- Risk typicality effects: tendency to over-estimate the probability of typical events
10
Q
How can frequencies clarify degree of belief?
A
- Direct Assessment: p(Labour next PM)
- Frequency Assessment: how many PM changes have been leader of opposition
- Frequency effect: People tend to be better at reasoning with frequencies than probabilities
- Reduced conjunction fallacy and reduced base-rate neglect
11
Q
What is the rare event fallacy?
A
- People tend to overestimate the probabilities of rare events e.g rain in cardiff vs die because of a dog
- Anchoring unknown events relative to rare events with know odds can be useful
- Availability heuristic can inflate the probability of rare events
12
Q
How to avoid lazy probabilities?
A
- e.g probability of alien humans being bipedal is not 0.5
- Decomposing state probabilities can be useful
- Careful of subadditivity errors