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Combinatorial  Prediction Markets Robin Hanson Associate Professor of Economics, GMU
Forecasting Institutions Forecasts On Requested Topics Edits & Suggestions By Contributors
Issues ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Factors Might Influence Sales ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],E[Sales|Factor] P[Factor]
Combo Betting Win Place Show Not Not Not Yoopick  Facebook Application Win Place Show All outcomes
Sport Finals Tickets Ticket if Greece in Finals Greece v. Croatia UEFA EURO 2008 Austria Croatia Czech Germany Poland Portugal Switzerl. Turkey France Greece Italy Netherl. Romania Russia Spain Actual Game Sweden
US President Decision Markets Politi metrics .com
PAM  Scenario Saudi Arabian 100 75 125 1 03 2 03 3 03 4 03 1 04 2 04 65 35 70 30 30 35 25 10 15 40 35 10 100 94 Economic Health New Price  < IQcs4 03 85  Return to Focus  ? Trade SAum3 03 105-125 No Trade  Exit Issue  Max Up  Max Dn  10%  Dn  10% Up  You Pick  62.47%  Buy  Sell  > IQcs4 03 85  Payoffs: 68.72%  56.79%  48.54%  95.13%  22.98%  +$2.74  -$15.34  +$34.74  $0.00  $0.00  -$2.61  -2.04  -$3.28  -$85.18  -$120.74  +$2.74  65  +$26.02  +1.43  +$96.61  &  If  65%  Ave. pay < 85  Select $0.00  +0.34  -$1.07  -$19.72  -$1.12  -$6.31  -$22.22  %  Update Execute a Trade ? Return to Form   Execute Abort trade if price has changed?  If US military involvement in Saudi Arabia in 3 rd  Quarter 2003 is not between  105 and 125, this trade is null and void.  Otherwise, if Iraq civil stability in 4 th  Quarter 2003 is below 85, then I will receive $1.43, but if it is not below 85, I will pay $2.04.
Imagine A Dashboard Ave. Worth: $12,459 Us Them A Them B Base Price $240 $187 $320 Ship Date May ’09 Mar ’09 July ’09 Features Autozoop 38% 69% 15% Fizzywoo 59% 8% 43% Unit Sales Total 120K 148K 97K Base model 82K 65K 88K Via internet 43K 12K 73K Promotion Magazine $30K $50K $3K Circulars $45 $34K $39K
Ask For Detail Ave.Worth: $12,459 Us Them A Them B Base Price $240 $187 $320 Ship Date May ’09 Mar ’09 July ’09 Features Autozoop 38% 69% 15% Fizzywoo 59% 8% 43% Unit Sales Total 120K 148K 97K Base model 82K 65K 88K Via internet 43K 12K 73K Promotion Magazine $30K $50K $3K Circulars $45 $34K $39K J  F  M  A  M  J  J  A  S  O  N  D  2009 2010 Them B Ship Date
Make An Edit Ave. Worth: $12,459 Us Them A Them B Base Price $240 $187 $320 Ship Date May ’09 Mar ’09 July ’09 Features Autozoop 40% 69% 15% Fizzywoo 59% 8% 43% Unit Sales Total 120K 148K 97K Base model 82K 65K 88K Via internet 43K 12K 73K Promotion Magazine $30K $50K $3K Circulars $45 $34K $39K If We Have Autozoop,  you gain $53 But if We Don’t Have It You lose $78.  OK?
Make an Assumption Ave. Worth: $10,724 Scenario: 15% Us Them A Them B Base Price $240 $187 $253 Ship Date Apr ’09 Mar ’09 Assume Mar Features Autozoop 38% 69% 4% Fizzywoo 59% 8% 13% Unit Sales Total 120K 148K 107K Base model 82K 65K 94K Via internet 43K 12K 84K Promotion Magazine $30K $50K $17K Circulars $45 $34K $49K
Add 2nd Assumption Ave. Worth: $10,724 Scenario: 2.3% Us Them A Them B Base Price $240 $187 $253 Ship Date Apr ’09 Mar ’09 Assume Mar Features Autozoop 38% 69% 4% Fizzywoo 59% 8% 13% Unit Sales Total 185K 148K 107K Base model 97K 65K 94K Via internet 78K 12K 84K Promotion Magazine Assume $40K $50K $17K Circulars $45 $34K $49K
Edit As Before Ave. Worth: $10,724 Scenario: 2.3% Us Them A Them B Base Price $240 $187 $253 Ship Date Apr ’09 Mar ’09 Assume Mar Features Autozoop 42% 69% 4% Fizzywoo 59% 8% 13% Unit Sales Total 185K 148K 107K Base model 97K 65K 94K Via internet 78K 12K 84K Promotion Magazine Assume $40K $50K $17K Circulars $45 $34K $49K If we have Autozoop,  you gain $53 But if we don’t have it You lose $78.  OK?
Laboratory Tests ,[object Object],[object Object],[object Object]
Combo Market Maker Best of 5 Mechs  3 subjects, 7 prices, 5 minutes 6 subjects, 256 prices, 5 minutes
Combinatorial Lab Experiments ,[object Object],[object Object],[object Object],[object Object]
MSR Info vs. Time – 7 Prices 0  5  10  15 Minutes  0 -1 1 % Info Agg. = KL(prices,group) KL(uniform,group) 1-
MSR Info vs. Time – 255 prices 0  5  10  15 Minutes  0 -1 1 % Info Agg. = KL(prices,group) KL(uniform,group) 1-
Issues ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A Simple Implementation States + - LISP:  http://hanson.gmu.edu/mktscore-prototype.html Prices User Assets $1 if A&B $1 if B + q 1 - q 2 f 1 >1 f 2 <1 A B
A Simple Implementation States Prices User Assets A&B  A&B

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Robin Hanson PM Summit SFO 2009

  • 1. Combinatorial Prediction Markets Robin Hanson Associate Professor of Economics, GMU
  • 2. Forecasting Institutions Forecasts On Requested Topics Edits & Suggestions By Contributors
  • 3.
  • 4.
  • 5. Combo Betting Win Place Show Not Not Not Yoopick Facebook Application Win Place Show All outcomes
  • 6. Sport Finals Tickets Ticket if Greece in Finals Greece v. Croatia UEFA EURO 2008 Austria Croatia Czech Germany Poland Portugal Switzerl. Turkey France Greece Italy Netherl. Romania Russia Spain Actual Game Sweden
  • 7. US President Decision Markets Politi metrics .com
  • 8. PAM Scenario Saudi Arabian 100 75 125 1 03 2 03 3 03 4 03 1 04 2 04 65 35 70 30 30 35 25 10 15 40 35 10 100 94 Economic Health New Price < IQcs4 03 85 Return to Focus ? Trade SAum3 03 105-125 No Trade Exit Issue Max Up Max Dn 10% Dn 10% Up You Pick 62.47% Buy Sell > IQcs4 03 85 Payoffs: 68.72% 56.79% 48.54% 95.13% 22.98% +$2.74 -$15.34 +$34.74 $0.00 $0.00 -$2.61 -2.04 -$3.28 -$85.18 -$120.74 +$2.74 65 +$26.02 +1.43 +$96.61 & If 65% Ave. pay < 85 Select $0.00 +0.34 -$1.07 -$19.72 -$1.12 -$6.31 -$22.22 % Update Execute a Trade ? Return to Form Execute Abort trade if price has changed? If US military involvement in Saudi Arabia in 3 rd Quarter 2003 is not between 105 and 125, this trade is null and void. Otherwise, if Iraq civil stability in 4 th Quarter 2003 is below 85, then I will receive $1.43, but if it is not below 85, I will pay $2.04.
  • 9. Imagine A Dashboard Ave. Worth: $12,459 Us Them A Them B Base Price $240 $187 $320 Ship Date May ’09 Mar ’09 July ’09 Features Autozoop 38% 69% 15% Fizzywoo 59% 8% 43% Unit Sales Total 120K 148K 97K Base model 82K 65K 88K Via internet 43K 12K 73K Promotion Magazine $30K $50K $3K Circulars $45 $34K $39K
  • 10. Ask For Detail Ave.Worth: $12,459 Us Them A Them B Base Price $240 $187 $320 Ship Date May ’09 Mar ’09 July ’09 Features Autozoop 38% 69% 15% Fizzywoo 59% 8% 43% Unit Sales Total 120K 148K 97K Base model 82K 65K 88K Via internet 43K 12K 73K Promotion Magazine $30K $50K $3K Circulars $45 $34K $39K J F M A M J J A S O N D 2009 2010 Them B Ship Date
  • 11. Make An Edit Ave. Worth: $12,459 Us Them A Them B Base Price $240 $187 $320 Ship Date May ’09 Mar ’09 July ’09 Features Autozoop 40% 69% 15% Fizzywoo 59% 8% 43% Unit Sales Total 120K 148K 97K Base model 82K 65K 88K Via internet 43K 12K 73K Promotion Magazine $30K $50K $3K Circulars $45 $34K $39K If We Have Autozoop, you gain $53 But if We Don’t Have It You lose $78. OK?
  • 12. Make an Assumption Ave. Worth: $10,724 Scenario: 15% Us Them A Them B Base Price $240 $187 $253 Ship Date Apr ’09 Mar ’09 Assume Mar Features Autozoop 38% 69% 4% Fizzywoo 59% 8% 13% Unit Sales Total 120K 148K 107K Base model 82K 65K 94K Via internet 43K 12K 84K Promotion Magazine $30K $50K $17K Circulars $45 $34K $49K
  • 13. Add 2nd Assumption Ave. Worth: $10,724 Scenario: 2.3% Us Them A Them B Base Price $240 $187 $253 Ship Date Apr ’09 Mar ’09 Assume Mar Features Autozoop 38% 69% 4% Fizzywoo 59% 8% 13% Unit Sales Total 185K 148K 107K Base model 97K 65K 94K Via internet 78K 12K 84K Promotion Magazine Assume $40K $50K $17K Circulars $45 $34K $49K
  • 14. Edit As Before Ave. Worth: $10,724 Scenario: 2.3% Us Them A Them B Base Price $240 $187 $253 Ship Date Apr ’09 Mar ’09 Assume Mar Features Autozoop 42% 69% 4% Fizzywoo 59% 8% 13% Unit Sales Total 185K 148K 107K Base model 97K 65K 94K Via internet 78K 12K 84K Promotion Magazine Assume $40K $50K $17K Circulars $45 $34K $49K If we have Autozoop, you gain $53 But if we don’t have it You lose $78. OK?
  • 15.
  • 16. Combo Market Maker Best of 5 Mechs 3 subjects, 7 prices, 5 minutes 6 subjects, 256 prices, 5 minutes
  • 17.
  • 18. MSR Info vs. Time – 7 Prices 0 5 10 15 Minutes 0 -1 1 % Info Agg. = KL(prices,group) KL(uniform,group) 1-
  • 19. MSR Info vs. Time – 255 prices 0 5 10 15 Minutes 0 -1 1 % Info Agg. = KL(prices,group) KL(uniform,group) 1-
  • 20.
  • 21. A Simple Implementation States + - LISP: http://hanson.gmu.edu/mktscore-prototype.html Prices User Assets $1 if A&B $1 if B + q 1 - q 2 f 1 >1 f 2 <1 A B
  • 22. A Simple Implementation States Prices User Assets A&B  A&B