Presentation is loading. Please wait.

Presentation is loading. Please wait.

Everyday Benefits of Understanding Variability

Similar presentations


Presentation on theme: "Everyday Benefits of Understanding Variability"— Presentation transcript:

1 Everyday Benefits of Understanding Variability
Larry Weldon Statistics and Actuarial Science Simon Fraser University Canada

2 Missed Opportunity ? Informal Application Of Statistical Thinking
Inference   H0 p-value, …

3 Stats Teachers And Consultants Students and Consultees General Public
Formal Inference   H0 p-value, … Students and Consultees General Public

4 Usefulness of Informal Stats Examples from …
Sports Investment Peer Review Health Lotteries Need for Communication without Math Ordinary Language & Graphs

5 Sport – the quality illusion
Role of Luck in Game Outcomes Teams closely matched Short-run results mislead Illusion that winning team is “better” Bigger payoff when underdog wins Bet the underdog!

6 Sport – when variability is the key
Golf: Describing difficulty of holes Par is not a good measure of difficulty Variability of strokes is better Nicklaus Comment (Clarke(2007)) Role of Luck …

7 Investment – Back-the-winner fallacy
Mutual Funds - a way of diversifying a small investment Which mutual fund? Look at past performance? Experience from symmetric random walk …

8 Trends that do not persist

9 Random Walk with Slight Trend - best ones obvious?
Funds tend to mimic market indexes Use 5-year performance to select ‘best’ Check relative performance of ‘best’ compared to rest. Assume simulated quality of fund used for past 5 yrs is used for next 5 yrs.

10 START = 100

11 Mutual Fund Advice? Don’t expect past relative performance to be a good indicator of future relative performance.

12 Investment – variability vs risk
Risk - probability of loss Versus Risk - variability of returns

13 Equities Win With Prob = .97 Bonds “risky”!

14 Investment Mix Advice? Depends on time horizon
Not only tolerance for variability Long term - 100% equities Short term - mix equities & bonds

15 Research – the randomness of peer review - study via simulation
Average referees accept 20% of average quality papers Referees vary in accepting 10%-50% of average papers Two referees accepting a paper -> publish. Two referees disagreeing -> third ref Two referees rejecting -> do not publish

16 Beta(2,2) Beta(3,12)

17 6 13 Ultimately published: *13 (approx) =9 papers out of 100 16 others just as good!

18 Peer Review Flawed Does select good papers but
Is unfair in this selection … Similar property of school admission systems, competition review boards, etc.

19 Health – mimicking the natural environment
Variability - often called “error” Is it always bad? Quirky example - Brewster (2005) Random variability of oxygen supply on respirator more viable than constant supply. Variability is “natural”!

20 Lotteries – expectation and hope
Cash flow Ticket proceeds in (100%) Prize money out (50%) Good causes (35%) Administration and Sales (15%) 50 % $1.00 ticket worth 50 cents, on average Typical lottery P(jackpot) =

21 How small is .0000007? Buy 100 tickets every week for 60 years
Cost is $312,000. Chance of winning jackpot is = …. 2 percent!

22 Maybe other vehicles with better odds
Other Negatives Inflation decreases value of jackpot relative to ticket value Jackpot may need to be shared by others with same numbers on ticket Positives? Fun to hope and dream? Maybe other vehicles with better odds

23 Overview Some real-life processes better understood with statistical knowledge Little known effects can be made understandable to general public Professional statisticians should convey these effects to the public Perhaps statistics better appreciated Thank you for listening


Download ppt "Everyday Benefits of Understanding Variability"

Similar presentations


Ads by Google