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Probability

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Probability = 'valence' *positive outcomes viewed more probable ... Negative valence. frowning face Es frown only 57.5 trials (less 70% of cards with frown) ... – PowerPoint PPT presentation

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Title: Probability


1
Probability Risk andPerceptions of Randomness
  • Plous Ch 12 Ch 14

2
Probability Risk
  • Simple probability Whats P of event x?
  • Conditional probability Whats P of
  • event x if z happens?

3
What is simple probability? conditional
probability?
  • Simple P of event x Conditional
  • P of event x if z happens?
  • how avoid bias?
  • Use Bayes theorem or close attention prior P

4
Common bias confusion of the inverse
  • Probability of a compound event
  • I.e.. whats odd lump in breast malignant?
    (1/100)
  • Xray accurate 80 malignant tumors
  • 90 benign tumors
  • Whats changes of malignancy from xray?
    (.80)(.01) / (.80)(.01) (.10)(.99)
  • .075 or 7.5

5
If compound event
  • Pay attention to prior probabilities

6
How to avoid bias?
  • Pay close attention to
  • PRIOR Probabilities
  • P of negative or positive events on your life
  • 15 more likely than peers to experience
    positive events

7
Probability valence
  • positive outcomes viewed more probable than
    negative ones
  • 70 smiling faces estimates 68

8
Negative valence
  • frowning face Es frown only 57.5 trials (less
    70 of cards with frown)

9
2nd probability bias positive outcomes judged
more likely
  • rate probability of outcome will occur
  • which of 2 outcomes will occur
  • bet on given outcome occurring
  • If 70 cards smiling face.gtpredict 68 would be
    smiling
  • If 70 cards frowning factgtpredict 57.7 would
    be frowning

10
What if its a prediction about yourself?
  • Whats LIKELIHOOD you will experience positive
    events compared to other mids? (15 more likely
    compared to others)
  • ...to experience negative effects? (20 less
    likely)
  • (Weinstein, 1980)

11
Overestimate probability of compound
(conjunctive) events
  • 2-stage lottery odds of a breakdown in a complex
    system
  • ballistic missile-500
  • subsystems. Whats chance it will work on lst
    attempt?
  • p is less .01

12
Underestimate probability of disjunctive events
  • Whats odds drawing 4 colored marbles in urn with
    10 colored 10 white?
  • Whats odds of event x happening again once it
    occurs (machine failure limited nuclear war)

13
CONSERVATISM
  • Once people form a probability estimate, they
    are often slow to change the estimate given NEW
    INFORMATION
  • takes 2-5 observations to do one observations
    worth of work in inducing change of opinion
    (Edwards,196818)

14
Perception of Risk
  • Smoking 1.4 cigarettes increases odds of death
    by same amount as living w/I 20 miles of nuke
    power plant for 150 years(Wilson,1979)
  • So why do people continue to smoke?

15
Subjective nature of risk
  • People more likely to accept voluntary risk
  • 3 dimensions or types of RISKS
  • (Slovic, 1987283)
  • 1 dread risk - perceived loss of control
  • 2 unknown risks - unobserved or delayed (gene
    splicing)
  • 3 No. of people exposed to risk

16
Expert Vs Novice differences Risk Estimates
  • LAY People
  • Influenced by catastrophic potential and threat
    to future generations in estimating annual risks
  • EXPERTS
  • Better job at estimating annual risks
  • I.e.. Risk of nuclear power

17
Do accidents make us safer?(reactions to near
missesgtreinforces prior attitudes)
  • After false alarm that caused 100 B-52 to go on
    high alert
  • Most opponents of nuclear deterrence reported
    feeling LESS SAFE
  • Most supportersconfidence in system INCREASED
  • Similar reactions Chernobyl nuclear accident.gt
  • radiation fall-out from this accident
  • 1 factors fueling democracy movement in C. E.
    Europe

18
RECOMMENDATIONS - for better risk analysis
  • Maintain accurate records
  • Beware of wishful thinking
  • Breakdown Compound Events into Simple Events (.5
    .5 .5 .125)
  • Be aware that feedback information will be most
    likely used to reinforce your prior beliefs

19
Perceptions of randomness
  • unlikely coincidences
  • Carl Jung synchronicity
  • devine intervention

20
Can people recognize random series?
  • Not really
  • Es judged series with
  • .40 probability of repetion as
  • most random

21
Do people see meaningful patterns in random
series?
  • YES

22
Can people behave randomly?
  • Not easily
  • Can be trained to act randomly across
  • extended trials

23
Political implications???
  • Politicans can claim
  • credit for lots of
  • things
  • NEITHER party
  • influenced!
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