Title: Probability
1Probability Risk andPerceptions of Randomness
2Probability Risk
- Simple probability Whats P of event x?
- Conditional probability Whats P of
- event x if z happens?
3What 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
4Common 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
5If compound event
- Pay attention to prior probabilities
6How 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
7Probability valence
- positive outcomes viewed more probable than
negative ones - 70 smiling faces estimates 68
8Negative valence
- frowning face Es frown only 57.5 trials (less
70 of cards with frown)
92nd 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
10What 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)
11Overestimate 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
12Underestimate 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)
13CONSERVATISM
- 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)
14Perception 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?
15Subjective 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
16Expert 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
17Do 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
18RECOMMENDATIONS - 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
19Perceptions of randomness
- unlikely coincidences
- Carl Jung synchronicity
- devine intervention
20Can people recognize random series?
- Not really
- Es judged series with
- .40 probability of repetion as
- most random
21Do people see meaningful patterns in random
series?
22Can people behave randomly?
- Not easily
- Can be trained to act randomly across
- extended trials
23Political implications???
- Politicans can claim
- credit for lots of
- things
- NEITHER party
- influenced!