Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865 ...

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Fat Tails Tail Dependence Micro Correlation s Fat Tails Cooke and Kousky nsf# 0960865 http://www.rff.org/Events/Page s/Introduction-Climate-Change- Extreme-Events.aspx

Transcript of Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865 ...

Page 1: Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865  n-Climate-Change-Extreme-Events.aspx.

Fat Tails

Tail Dependence

Micro Correlations

Fat Tails

Cooke and Kousky nsf# 0960865

http://www.rff.org/Events/Pages/Introduction-Climate-Change-Extreme-Events.aspx

Page 2: Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865  n-Climate-Change-Extreme-Events.aspx.

“Nice” distributions don’t surprise

Tallest so far

Next record

Someday, you’ll meet a taller person

Next record

Page 3: Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865  n-Climate-Change-Extreme-Events.aspx.

But Not:

Page 4: Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865  n-Climate-Change-Extreme-Events.aspx.

Catastrophes are Different!

Stock market

Hurricanes

Insurance

Page 5: Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865  n-Climate-Change-Extreme-Events.aspx.

Nice distribution Women’s height [cm]

Bigger is less bigger Mean excess

Average height above heloise

Mean excess curve decreasing

Page 6: Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865  n-Climate-Change-Extreme-Events.aspx.

Fat Tails: Natural disasters

Average above Heat1

Mean excess curve increasing

Worse is more worse Mean Excess

Page 7: Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865  n-Climate-Change-Extreme-Events.aspx.

Fat Tail heuristics

US crop insurance claims mean excess

Variance is finite

Variance is Infinite

US crop insurance claims running average

Historical averages ‘average out’

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Fat Tail Heuristics

US Flood Claims per $ Income by County and Year

Historical averages just keep growing

Page 9: Fat Tails Tail Dependence Micro Correlations Fat Tails Cooke and Kousky nsf# 0960865  n-Climate-Change-Extreme-Events.aspx.

Katrina cost 100$B

What’s the chance that the Next Katrina will cost >200$B?

Probability that next extreme > 2 x current extreme

100 samples 2500 samples

Thin tail (exponential)

0.02 0.0008

Super Fat 0.5 0.5

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Ask someone from St. Tammany County, LA:

‘After Katrina, flood loss claims in your county

totaled $240 per dollar income (2000 dollars); in the next flood at least as bad as Katrina, what do

you expect your (2000) dollar loss per dollar income to be?”

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Answer: $4,000

US Flood Claims per $ Income by County and Year