SlideShare a Scribd company logo
1 of 22
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

More Related Content

What's hot

Managing Investment Return Experiences and Expectations - Greg Woods and Panel
Managing Investment Return Experiences and Expectations - Greg Woods and PanelManaging Investment Return Experiences and Expectations - Greg Woods and Panel
Managing Investment Return Experiences and Expectations - Greg Woods and PanelBPAS
 
Utah sales and use tax q2 2019 example
Utah sales and use tax q2 2019 exampleUtah sales and use tax q2 2019 example
Utah sales and use tax q2 2019 exampleDebra Hoagland
 
Shenandoah estates baton rouge home sales prices 2014 to 2019
Shenandoah estates baton rouge home sales prices 2014 to 2019Shenandoah estates baton rouge home sales prices 2014 to 2019
Shenandoah estates baton rouge home sales prices 2014 to 2019Bill Cobb, Appraiser
 
Financial Food For Thought: Entrepreneur Foodie Session
Financial Food For Thought: Entrepreneur Foodie SessionFinancial Food For Thought: Entrepreneur Foodie Session
Financial Food For Thought: Entrepreneur Foodie SessionAccion Texas & Delta
 
Capital Heights Baton Rouge Home Sales Charts 2015 to 2018 YTD
Capital Heights Baton Rouge Home Sales Charts 2015 to 2018 YTDCapital Heights Baton Rouge Home Sales Charts 2015 to 2018 YTD
Capital Heights Baton Rouge Home Sales Charts 2015 to 2018 YTDBill Cobb, Appraiser
 
July 2015 The Woodlands Texas Market Report
July 2015 The Woodlands Texas Market ReportJuly 2015 The Woodlands Texas Market Report
July 2015 The Woodlands Texas Market ReportDebra Wymore
 
Lafayette Market Report December 2013
Lafayette Market Report December 2013Lafayette Market Report December 2013
Lafayette Market Report December 2013Robbie Breaux & Team
 
What landlords need to know about buy-to-let-taxes
What landlords need to know about buy-to-let-taxesWhat landlords need to know about buy-to-let-taxes
What landlords need to know about buy-to-let-taxesChris Thompson
 
FiBAN's business angel training "Effective Business Angel Investing Strategie...
FiBAN's business angel training "Effective Business Angel Investing Strategie...FiBAN's business angel training "Effective Business Angel Investing Strategie...
FiBAN's business angel training "Effective Business Angel Investing Strategie...FiBAN
 
August 2015 The Woodlands Market Report
August 2015 The Woodlands Market ReportAugust 2015 The Woodlands Market Report
August 2015 The Woodlands Market ReportDebra Wymore
 
Spring Cleaning: The 5 Things You Should Be Doing to Your Email List
Spring Cleaning: The 5 Things You Should Be Doing to Your Email ListSpring Cleaning: The 5 Things You Should Be Doing to Your Email List
Spring Cleaning: The 5 Things You Should Be Doing to Your Email ListiContact
 
Caitom chap2 lab1
Caitom chap2 lab1Caitom chap2 lab1
Caitom chap2 lab1caitomR
 
Bucton chap2 lab1
Bucton chap2 lab1Bucton chap2 lab1
Bucton chap2 lab1john_ben
 
Dagoc chap2 lab1
Dagoc chap2 lab1Dagoc chap2 lab1
Dagoc chap2 lab1dagoc_elmar
 
Toronto Real Estate Board's MARKET WATCH - JANUARY 2017
Toronto Real Estate Board's MARKET WATCH - JANUARY 2017Toronto Real Estate Board's MARKET WATCH - JANUARY 2017
Toronto Real Estate Board's MARKET WATCH - JANUARY 2017Shawn Venasse
 

What's hot (18)

Managing Investment Return Experiences and Expectations - Greg Woods and Panel
Managing Investment Return Experiences and Expectations - Greg Woods and PanelManaging Investment Return Experiences and Expectations - Greg Woods and Panel
Managing Investment Return Experiences and Expectations - Greg Woods and Panel
 
Utah sales and use tax q2 2019 example
Utah sales and use tax q2 2019 exampleUtah sales and use tax q2 2019 example
Utah sales and use tax q2 2019 example
 
-2015 projection sheet
-2015 projection sheet-2015 projection sheet
-2015 projection sheet
 
Shenandoah estates baton rouge home sales prices 2014 to 2019
Shenandoah estates baton rouge home sales prices 2014 to 2019Shenandoah estates baton rouge home sales prices 2014 to 2019
Shenandoah estates baton rouge home sales prices 2014 to 2019
 
Financial Food For Thought: Entrepreneur Foodie Session
Financial Food For Thought: Entrepreneur Foodie SessionFinancial Food For Thought: Entrepreneur Foodie Session
Financial Food For Thought: Entrepreneur Foodie Session
 
3.8 Order Forms
3.8 Order Forms3.8 Order Forms
3.8 Order Forms
 
Capital Heights Baton Rouge Home Sales Charts 2015 to 2018 YTD
Capital Heights Baton Rouge Home Sales Charts 2015 to 2018 YTDCapital Heights Baton Rouge Home Sales Charts 2015 to 2018 YTD
Capital Heights Baton Rouge Home Sales Charts 2015 to 2018 YTD
 
July 2015 The Woodlands Texas Market Report
July 2015 The Woodlands Texas Market ReportJuly 2015 The Woodlands Texas Market Report
July 2015 The Woodlands Texas Market Report
 
Lafayette Market Report December 2013
Lafayette Market Report December 2013Lafayette Market Report December 2013
Lafayette Market Report December 2013
 
What landlords need to know about buy-to-let-taxes
What landlords need to know about buy-to-let-taxesWhat landlords need to know about buy-to-let-taxes
What landlords need to know about buy-to-let-taxes
 
FiBAN's business angel training "Effective Business Angel Investing Strategie...
FiBAN's business angel training "Effective Business Angel Investing Strategie...FiBAN's business angel training "Effective Business Angel Investing Strategie...
FiBAN's business angel training "Effective Business Angel Investing Strategie...
 
August 2015 The Woodlands Market Report
August 2015 The Woodlands Market ReportAugust 2015 The Woodlands Market Report
August 2015 The Woodlands Market Report
 
Spring Cleaning: The 5 Things You Should Be Doing to Your Email List
Spring Cleaning: The 5 Things You Should Be Doing to Your Email ListSpring Cleaning: The 5 Things You Should Be Doing to Your Email List
Spring Cleaning: The 5 Things You Should Be Doing to Your Email List
 
Caitom chap2 lab1
Caitom chap2 lab1Caitom chap2 lab1
Caitom chap2 lab1
 
Burlat chap2 lab1
Burlat chap2 lab1Burlat chap2 lab1
Burlat chap2 lab1
 
Bucton chap2 lab1
Bucton chap2 lab1Bucton chap2 lab1
Bucton chap2 lab1
 
Dagoc chap2 lab1
Dagoc chap2 lab1Dagoc chap2 lab1
Dagoc chap2 lab1
 
Toronto Real Estate Board's MARKET WATCH - JANUARY 2017
Toronto Real Estate Board's MARKET WATCH - JANUARY 2017Toronto Real Estate Board's MARKET WATCH - JANUARY 2017
Toronto Real Estate Board's MARKET WATCH - JANUARY 2017
 

Viewers also liked (8)

Leslie Fine PM Cluster SFO 2009
Leslie Fine PM Cluster SFO 2009Leslie Fine PM Cluster SFO 2009
Leslie Fine PM Cluster SFO 2009
 
Robin Hanson PM Summit NYC 2009
Robin Hanson PM Summit NYC 2009Robin Hanson PM Summit NYC 2009
Robin Hanson PM Summit NYC 2009
 
Brad Wilson PM Summit NYC 2009
Brad Wilson PM Summit NYC 2009Brad Wilson PM Summit NYC 2009
Brad Wilson PM Summit NYC 2009
 
Norris Clark PM Cluster SFO 2009
Norris Clark PM Cluster SFO 2009Norris Clark PM Cluster SFO 2009
Norris Clark PM Cluster SFO 2009
 
Scott Bird PM Cluster SFO 2009
Scott Bird PM Cluster SFO 2009Scott Bird PM Cluster SFO 2009
Scott Bird PM Cluster SFO 2009
 
George Neumann PM Summit NYC 2009
George Neumann PM Summit NYC 2009George Neumann PM Summit NYC 2009
George Neumann PM Summit NYC 2009
 
Health Prediction System - an Artificial Intelligence Project 2015
Health Prediction System - an Artificial Intelligence Project 2015Health Prediction System - an Artificial Intelligence Project 2015
Health Prediction System - an Artificial Intelligence Project 2015
 
Data mining seminar report
Data mining seminar reportData mining seminar report
Data mining seminar report
 

Similar to Robin Hanson PM Summit SFO 2009

Excerpts taken from Lucas, S.E. (12th ed.) (2015). The Art .docx
Excerpts taken from  Lucas, S.E. (12th ed.) (2015).  The Art .docxExcerpts taken from  Lucas, S.E. (12th ed.) (2015).  The Art .docx
Excerpts taken from Lucas, S.E. (12th ed.) (2015). The Art .docxcravennichole326
 
Round 2 - 2020Sim ID Z79546_8High Level OverviewTe.docx
Round 2 - 2020Sim ID Z79546_8High Level OverviewTe.docxRound 2 - 2020Sim ID Z79546_8High Level OverviewTe.docx
Round 2 - 2020Sim ID Z79546_8High Level OverviewTe.docxdaniely50
 
Round 2 - 2020Sim ID Z78286_8High Level OverviewTe.docx
Round 2 - 2020Sim ID Z78286_8High Level OverviewTe.docxRound 2 - 2020Sim ID Z78286_8High Level OverviewTe.docx
Round 2 - 2020Sim ID Z78286_8High Level OverviewTe.docxdaniely50
 
Round 3 - 2021Sim ID Z78284_3High Level OverviewTe.docx
Round 3 - 2021Sim ID Z78284_3High Level OverviewTe.docxRound 3 - 2021Sim ID Z78284_3High Level OverviewTe.docx
Round 3 - 2021Sim ID Z78284_3High Level OverviewTe.docxdaniely50
 
Market Watch TORONTO 2015 SEPTEMBER
Market Watch TORONTO 2015 SEPTEMBERMarket Watch TORONTO 2015 SEPTEMBER
Market Watch TORONTO 2015 SEPTEMBERChaba Tamasi
 
Increase AUM with Marketing Automation Part 3: Marketing Analytics to Prove ROI
Increase AUM with Marketing Automation Part 3: Marketing Analytics to Prove ROIIncrease AUM with Marketing Automation Part 3: Marketing Analytics to Prove ROI
Increase AUM with Marketing Automation Part 3: Marketing Analytics to Prove ROIMarketo
 
Power financials - how we work
Power financials - how we workPower financials - how we work
Power financials - how we workSteve Power
 
Financial Forecasting
Financial ForecastingFinancial Forecasting
Financial ForecastingAlayshaOrtiz1
 
Thomas paulson amazon and retail
Thomas paulson amazon and retailThomas paulson amazon and retail
Thomas paulson amazon and retailthomas paulson
 
Market Watch TORONTO 2015 OCTOBER
Market Watch TORONTO 2015 OCTOBERMarket Watch TORONTO 2015 OCTOBER
Market Watch TORONTO 2015 OCTOBERChaba Tamasi
 
Importer’S Cost Savings Possibilities
Importer’S Cost Savings PossibilitiesImporter’S Cost Savings Possibilities
Importer’S Cost Savings Possibilitiessenta0210
 
RQ Retail Management: Taking Numbers from Good to Great
RQ Retail Management: Taking Numbers from Good to GreatRQ Retail Management: Taking Numbers from Good to Great
RQ Retail Management: Taking Numbers from Good to GreatiQmetrixCorp
 
October Market Watch is Here !
October Market Watch is Here !October Market Watch is Here !
October Market Watch is Here !Michelle Makos
 
The Proaction Group 9 box Workshop
The Proaction Group 9 box WorkshopThe Proaction Group 9 box Workshop
The Proaction Group 9 box WorkshopThe Proaction Group
 
C3 comp redesign 6-3-13 (2)
C3 comp redesign  6-3-13 (2)C3 comp redesign  6-3-13 (2)
C3 comp redesign 6-3-13 (2)Mark Wolkove
 
Financial Forecasting For WordPress Businesses
Financial Forecasting For WordPress BusinessesFinancial Forecasting For WordPress Businesses
Financial Forecasting For WordPress BusinessesCaldera Labs
 
Marketing Analytics to Prove Your ROI
Marketing Analytics to Prove Your ROIMarketing Analytics to Prove Your ROI
Marketing Analytics to Prove Your ROIMarketo
 
TREB Market Watch for May 2016
TREB Market Watch for May 2016TREB Market Watch for May 2016
TREB Market Watch for May 2016Michelle Makos
 

Similar to Robin Hanson PM Summit SFO 2009 (20)

Excerpts taken from Lucas, S.E. (12th ed.) (2015). The Art .docx
Excerpts taken from  Lucas, S.E. (12th ed.) (2015).  The Art .docxExcerpts taken from  Lucas, S.E. (12th ed.) (2015).  The Art .docx
Excerpts taken from Lucas, S.E. (12th ed.) (2015). The Art .docx
 
Round 2 - 2020Sim ID Z79546_8High Level OverviewTe.docx
Round 2 - 2020Sim ID Z79546_8High Level OverviewTe.docxRound 2 - 2020Sim ID Z79546_8High Level OverviewTe.docx
Round 2 - 2020Sim ID Z79546_8High Level OverviewTe.docx
 
Round 2 - 2020Sim ID Z78286_8High Level OverviewTe.docx
Round 2 - 2020Sim ID Z78286_8High Level OverviewTe.docxRound 2 - 2020Sim ID Z78286_8High Level OverviewTe.docx
Round 2 - 2020Sim ID Z78286_8High Level OverviewTe.docx
 
Round 3 - 2021Sim ID Z78284_3High Level OverviewTe.docx
Round 3 - 2021Sim ID Z78284_3High Level OverviewTe.docxRound 3 - 2021Sim ID Z78284_3High Level OverviewTe.docx
Round 3 - 2021Sim ID Z78284_3High Level OverviewTe.docx
 
Market Watch TORONTO 2015 SEPTEMBER
Market Watch TORONTO 2015 SEPTEMBERMarket Watch TORONTO 2015 SEPTEMBER
Market Watch TORONTO 2015 SEPTEMBER
 
Increase AUM with Marketing Automation Part 3: Marketing Analytics to Prove ROI
Increase AUM with Marketing Automation Part 3: Marketing Analytics to Prove ROIIncrease AUM with Marketing Automation Part 3: Marketing Analytics to Prove ROI
Increase AUM with Marketing Automation Part 3: Marketing Analytics to Prove ROI
 
Power financials - how we work
Power financials - how we workPower financials - how we work
Power financials - how we work
 
Financial Forecasting
Financial ForecastingFinancial Forecasting
Financial Forecasting
 
Thomas paulson amazon and retail
Thomas paulson amazon and retailThomas paulson amazon and retail
Thomas paulson amazon and retail
 
Market Watch TORONTO 2015 OCTOBER
Market Watch TORONTO 2015 OCTOBERMarket Watch TORONTO 2015 OCTOBER
Market Watch TORONTO 2015 OCTOBER
 
Capstone.pptx
Capstone.pptxCapstone.pptx
Capstone.pptx
 
Importer’S Cost Savings Possibilities
Importer’S Cost Savings PossibilitiesImporter’S Cost Savings Possibilities
Importer’S Cost Savings Possibilities
 
RQ Retail Management: Taking Numbers from Good to Great
RQ Retail Management: Taking Numbers from Good to GreatRQ Retail Management: Taking Numbers from Good to Great
RQ Retail Management: Taking Numbers from Good to Great
 
October Market Watch is Here !
October Market Watch is Here !October Market Watch is Here !
October Market Watch is Here !
 
October 2014 Market Report
October 2014 Market ReportOctober 2014 Market Report
October 2014 Market Report
 
The Proaction Group 9 box Workshop
The Proaction Group 9 box WorkshopThe Proaction Group 9 box Workshop
The Proaction Group 9 box Workshop
 
C3 comp redesign 6-3-13 (2)
C3 comp redesign  6-3-13 (2)C3 comp redesign  6-3-13 (2)
C3 comp redesign 6-3-13 (2)
 
Financial Forecasting For WordPress Businesses
Financial Forecasting For WordPress BusinessesFinancial Forecasting For WordPress Businesses
Financial Forecasting For WordPress Businesses
 
Marketing Analytics to Prove Your ROI
Marketing Analytics to Prove Your ROIMarketing Analytics to Prove Your ROI
Marketing Analytics to Prove Your ROI
 
TREB Market Watch for May 2016
TREB Market Watch for May 2016TREB Market Watch for May 2016
TREB Market Watch for May 2016
 

Recently uploaded

NAB Show Exhibitor List 2024 - Exhibitors Data
NAB Show Exhibitor List 2024 - Exhibitors DataNAB Show Exhibitor List 2024 - Exhibitors Data
NAB Show Exhibitor List 2024 - Exhibitors DataExhibitors Data
 
How To Simplify Your Scheduling with AI Calendarfly The Hassle-Free Online Bo...
How To Simplify Your Scheduling with AI Calendarfly The Hassle-Free Online Bo...How To Simplify Your Scheduling with AI Calendarfly The Hassle-Free Online Bo...
How To Simplify Your Scheduling with AI Calendarfly The Hassle-Free Online Bo...SOFTTECHHUB
 
Excvation Safety for safety officers reference
Excvation Safety for safety officers referenceExcvation Safety for safety officers reference
Excvation Safety for safety officers referencessuser2c065e
 
Supercharge Your eCommerce Stores-acowebs
Supercharge Your eCommerce Stores-acowebsSupercharge Your eCommerce Stores-acowebs
Supercharge Your eCommerce Stores-acowebsGOKUL JS
 
Healthcare Feb. & Mar. Healthcare Newsletter
Healthcare Feb. & Mar. Healthcare NewsletterHealthcare Feb. & Mar. Healthcare Newsletter
Healthcare Feb. & Mar. Healthcare NewsletterJamesConcepcion7
 
Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Americas Got Grants
 
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...ssuserf63bd7
 
Jewish Resources in the Family Resource Centre
Jewish Resources in the Family Resource CentreJewish Resources in the Family Resource Centre
Jewish Resources in the Family Resource CentreNZSG
 
Planetary and Vedic Yagyas Bring Positive Impacts in Life
Planetary and Vedic Yagyas Bring Positive Impacts in LifePlanetary and Vedic Yagyas Bring Positive Impacts in Life
Planetary and Vedic Yagyas Bring Positive Impacts in LifeBhavana Pujan Kendra
 
Pitch Deck Teardown: Xpanceo's $40M Seed deck
Pitch Deck Teardown: Xpanceo's $40M Seed deckPitch Deck Teardown: Xpanceo's $40M Seed deck
Pitch Deck Teardown: Xpanceo's $40M Seed deckHajeJanKamps
 
Memorándum de Entendimiento (MoU) entre Codelco y SQM
Memorándum de Entendimiento (MoU) entre Codelco y SQMMemorándum de Entendimiento (MoU) entre Codelco y SQM
Memorándum de Entendimiento (MoU) entre Codelco y SQMVoces Mineras
 
Cyber Security Training in Office Environment
Cyber Security Training in Office EnvironmentCyber Security Training in Office Environment
Cyber Security Training in Office Environmentelijahj01012
 
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...ssuserf63bd7
 
digital marketing , introduction of digital marketing
digital marketing , introduction of digital marketingdigital marketing , introduction of digital marketing
digital marketing , introduction of digital marketingrajputmeenakshi733
 
1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdf1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdfShaun Heinrichs
 
TriStar Gold Corporate Presentation - April 2024
TriStar Gold Corporate Presentation - April 2024TriStar Gold Corporate Presentation - April 2024
TriStar Gold Corporate Presentation - April 2024Adnet Communications
 
WSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdfWSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdfJamesConcepcion7
 
Introducing the Analogic framework for business planning applications
Introducing the Analogic framework for business planning applicationsIntroducing the Analogic framework for business planning applications
Introducing the Analogic framework for business planning applicationsKnowledgeSeed
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfShashank Mehta
 

Recently uploaded (20)

NAB Show Exhibitor List 2024 - Exhibitors Data
NAB Show Exhibitor List 2024 - Exhibitors DataNAB Show Exhibitor List 2024 - Exhibitors Data
NAB Show Exhibitor List 2024 - Exhibitors Data
 
How To Simplify Your Scheduling with AI Calendarfly The Hassle-Free Online Bo...
How To Simplify Your Scheduling with AI Calendarfly The Hassle-Free Online Bo...How To Simplify Your Scheduling with AI Calendarfly The Hassle-Free Online Bo...
How To Simplify Your Scheduling with AI Calendarfly The Hassle-Free Online Bo...
 
Excvation Safety for safety officers reference
Excvation Safety for safety officers referenceExcvation Safety for safety officers reference
Excvation Safety for safety officers reference
 
Supercharge Your eCommerce Stores-acowebs
Supercharge Your eCommerce Stores-acowebsSupercharge Your eCommerce Stores-acowebs
Supercharge Your eCommerce Stores-acowebs
 
Healthcare Feb. & Mar. Healthcare Newsletter
Healthcare Feb. & Mar. Healthcare NewsletterHealthcare Feb. & Mar. Healthcare Newsletter
Healthcare Feb. & Mar. Healthcare Newsletter
 
Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...
 
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
Intermediate Accounting, Volume 2, 13th Canadian Edition by Donald E. Kieso t...
 
Jewish Resources in the Family Resource Centre
Jewish Resources in the Family Resource CentreJewish Resources in the Family Resource Centre
Jewish Resources in the Family Resource Centre
 
Planetary and Vedic Yagyas Bring Positive Impacts in Life
Planetary and Vedic Yagyas Bring Positive Impacts in LifePlanetary and Vedic Yagyas Bring Positive Impacts in Life
Planetary and Vedic Yagyas Bring Positive Impacts in Life
 
Pitch Deck Teardown: Xpanceo's $40M Seed deck
Pitch Deck Teardown: Xpanceo's $40M Seed deckPitch Deck Teardown: Xpanceo's $40M Seed deck
Pitch Deck Teardown: Xpanceo's $40M Seed deck
 
Memorándum de Entendimiento (MoU) entre Codelco y SQM
Memorándum de Entendimiento (MoU) entre Codelco y SQMMemorándum de Entendimiento (MoU) entre Codelco y SQM
Memorándum de Entendimiento (MoU) entre Codelco y SQM
 
Cyber Security Training in Office Environment
Cyber Security Training in Office EnvironmentCyber Security Training in Office Environment
Cyber Security Training in Office Environment
 
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
Horngren’s Financial & Managerial Accounting, 7th edition by Miller-Nobles so...
 
digital marketing , introduction of digital marketing
digital marketing , introduction of digital marketingdigital marketing , introduction of digital marketing
digital marketing , introduction of digital marketing
 
1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdf1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdf
 
TriStar Gold Corporate Presentation - April 2024
TriStar Gold Corporate Presentation - April 2024TriStar Gold Corporate Presentation - April 2024
TriStar Gold Corporate Presentation - April 2024
 
WSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdfWSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdf
 
Introducing the Analogic framework for business planning applications
Introducing the Analogic framework for business planning applicationsIntroducing the Analogic framework for business planning applications
Introducing the Analogic framework for business planning applications
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdf
 
WAM Corporate Presentation April 12 2024.pdf
WAM Corporate Presentation April 12 2024.pdfWAM Corporate Presentation April 12 2024.pdf
WAM Corporate Presentation April 12 2024.pdf
 

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