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SEJ Breaking News Roger M. Cooke Resources for the Future Delft Oct 12,2015

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Page 1: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

SEJ Breaking News Roger M. Cooke

Resources for the Future

Delft Oct 12,2015

Page 2: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

Please Add ….

• Wikipedia SEJ

• Expert Judgment Respectability Looming RFF Blog

• Princeton Press Release expert judgment, nature climate

• Effects of Breastfeeding on IQ-SEJ Study RFF discussion paper

• World Health Organization Estimates of the Relative Contributions of Food to the Burden of Disease Due to Selected Foodborne Hazards: A Structured Expert Elicitation (PLOSone)

• Evaluation of Performance: WHO SEJ study of global burden of disease (PLOSone)

• Stormwater Management in Chesapeake Bay; SEJ study (Elementa)

• Impacts of Asian Carp Invasion of Lake Erie - SEJ (Conservation Biology)

• Ask the Experts (Ismail and Reid; The Actuary)

• Risk Analysis and Bioeconomics of Invasive Species to Inform Policy and Management (Annual Review of Environment and Resources)

• Expert judgement for dependence in probabilistic modelling: A systematic literature review and future research directions (Werner et al)

• 2 Forthcoming articles on out-of-sample validation (Colson, Cooke REEP, RESS)

Page 3: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

33 Post 2006 Studies (Colson & Cooke)

Page 4: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

323 Post 2006 Experts

1,0E-14

1,0E-13

1,0E-12

1,0E-11

1,0E-10

1,0E-09

1,0E-08

1,0E-07

1,0E-06

1,0E-05

1,0E-04

1,0E-03

1,0E-02

1,0E-01

1,0E+00

1 51 101 151 201 251 301

Statistical Accuracy, 323 post 2006 experts

Expert Nr

Page 5: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

Statistical Accuracy: Best, 2nd Best and Worst experts

study nr

Page 6: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

Eq Wgts, Harmonic Wgts, Perf Wgts (in-sample)

Page 7: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

In sample validation (Ismail & Reid)

P-value (Statistical accuracy)

Does PW’s statistical accuracy score hold when predicting variables NOT

used to initialize the model???

Information Combined

score

Page 8: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

Out-of-sample validation?

Page 9: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

Cross-Validation, Compute wgts on training set Compute scores on Test set

Ismail & Reid Data:

Page 10: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

For all 33 studies post 2006

Page 11: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

Geomean of Out-of-sample Validity Index (PW/EW, 80% training)

OoSVI doesn’t predict current DM, but predicts a swarm of DMs related to

current DM

Page 12: SEJ Breaking News - expertsinuncertainty.netexpertsinuncertainty.net/Portals/60/Roger Cooke - Breaking news fro… · SEJ Breaking News Roger M. Cooke Resources for the Future Delft

To Do…

• Item weights

• Covariates

• More studies

• More eyes

THANKS!