Lecture 8 Flashcards

1
Q

What are the two sources of DM mistakes?

A
  • Assessing subjective expected utilities
  • Assessing subjective expected probabilities
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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
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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
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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
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5
Q

What are substitution measures of utility?

A
  • How much money would it take to give up X
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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
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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)
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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
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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
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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
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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
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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
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