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Prediction Markets for
 Program and Project
    Management
      PMI WDC Tools
         Seminar


               Tom Erickson
               17 April 2012
Agenda
•   The Wisdom of Crowds
•   Prediction Markets
•   An Audience Participation Demo
•   Prediction Market Characteristics
•   A Real Prediction Market
•   Prediction Markets for Knowledge Areas
•   Lessons Learned




4/17/2012           Tom Erickson, 2012 All Rights Reserved   2
“The Wisdom of Crowds”                                     1




• How Many Jelly Beans?
• Average of answers from
  a large population will be
  more accurate than most
  of the individual answers.
• A diverse collection of
  independently-deciding
  individuals is likely to
  make certain types of
  decisions and predictions
  better than individuals or
                2
  even experts .

             1. “The Wisdom of Crowds”, James Surowiecki, Doubleday, 2004
4/17/2012                                                                   3
                  2. http://en.wikipedia.org/wiki/The_Wisdom_of_Crowds
What If. . .?




4/17/2012       Tom Erickson, 2012 All Rights Reserved   4
The Problem

                                      I Need A
                                     Prediction
                                       Market!




4/17/2012     Tom Erickson, 2012 All Rights Reserved   5
3
What Is a Prediction Market?

                           We can look to a popular television
                           show to explain what prediction
                           markets are:
                           In “Who Wants to be a Millionaire,” when
                           contestants get stuck, they have three
                           lifelines:
                                 » 50/50
                                     Eliminate two of the four answers

                                 » Phone a friend
                                     Call whoever you want to get help

                                 » Ask the audience (93% accurate)
                                     Use the highest percentage answer from the audience


            A prediction market is like “asking the audience.”

4/17/2012                Inkling Markets, Inc. Used with Permission                   6
The Nebit IPL
• Potentially earth-shaking new
  consumer product
• Initial, simultaneous, multi-site
  initial product launch (IPL)
  pending
• Initial product runs successful
  (more or less)
• Mahogany row has high
  expectations
• What could go wrong?

            Vote your confidence in the IPL‟s success.

4/17/2012              Tom Erickson, 2012 All Rights Reserved   7
The Nebit IPL Prediction Market




4/17/2012   Tom Erickson, 2012 All Rights Reserved   8
Prediction Market Characteristics
• Prediction market systems:
   – Can assess the consensus of large (selected)
     populations efficiently, on a real-time basis
   – Are usually web-based
   – Pose questions about future events
   – Can look and feel like stock markets, complete with
     „play money‟, buys and sells
   – Can assess multiple future outcomes in parallel; i.e.,
     they can include many questions on many topics at
     the same time
   – Often include tools for statistical and trend analysis
   – Frequently allow users to pose their own questions
4/17/2012           Tom Erickson, 2012 All Rights Reserved   9
Surveys vs Prediction Markets3
      Typically if a company wants to understand people‟s opinions they
      conduct a survey or poll. A prediction market is different from a
      survey or poll.


• Surveys and polls                                            • A prediction market asks
  typically ask what a                                           what a person predicts will
  person wants to happen                                         happen whether they want
  “Who will you vote for?                                        the outcome to happen or
                                                                 not
                                                                 “Who do you think will be
                                                                 elected?

• Surveys and polls are                                        • A prediction market gives
  snapshots in time. A                                           an ongoing view in to what
  person cannot change                                           people think will happen
  their answer once they                                         and allows people to
  have answered it                                               change their mind based
                                                                 on external events or new
                                                                 information

 4/17/2012                  Inkling Markets, Inc. Used with Permission                   10
Wise Crowds

 Criteria                             Description
                                      Each person should have private information even if
 Diversity of opinion
                                      it's just an eccentric interpretation of the known facts.
                                      People's opinions aren't determined by the opinions of
 Independence
                                      those around them.
                                      People are able to specialize and draw on local
 Decentralization
                                      knowledge.
                                      Some mechanism exists for turning private judgments
 Aggregation
                                      into a collective decision.




4/17/2012               “The Wisdom of Crowds”, James Surowiecki, Doubleday, 2004                 11
This Just In. . .


                 You are the shipping
                manager and you heard
              through the grapevine that
             one of your shippers has just
             won another major contract
              that will use all their spare
               capacity, and then some.




4/17/2012       Tom Erickson, 2012 All Rights Reserved   12
Example: Inkling Public Markets




4/17/2012   Inkling Markets, Inc. Used with permission.   13
News Flash


               During a production staff
                meeting the industrial
               engineers monitoring the
            production statistics reported
                a 20% improvement in
              throughput over the initial
            production run, but this news
               won‟t be reported up the
             chain until the next monthly
                         PMR.




4/17/2012      Tom Erickson, 2012 All Rights Reserved   14
Project/Program Knowledge Areas
 The Standard for Project Management       The Standard for Program Management
Integration Management                    Integration Management
Scope Management                          Scope Management
Time Management                           Time Management
Cost Management                           Cost Management
Quality Management                        Quality Management
Human Resource Management                 Human Resource Management
Communications Management                 Communications Management
Risk Management                           Risk Management
Procurement Management                    Procurement Management
                                          Financial Management
                                          Stakeholder Management
                                          Program Governance

4/17/2012                Tom Erickson, 2012 All Rights Reserved             15
Prediction Market Questions
            Knowledge Area                        Prediction Market Questions
                                      • How many changes will the Charter go through
                                      during the project?
                                      •Will the Program Management Plan get signed
Integration Management
                                      off before CDR?
                                      • Will all class 1 changes become resolved before
                                      IOC?
                                      • How much will requirements increase before
                                      PDR?
Scope Management                      • How many errors will the audit find in the WBS?
                                      • How many errors will the functional configuration
                                      audit find?

                                      • What percent of the project activities will turn out
                                      to be on the critical path?
Time Management                       • How many activities will be added to the
                                      schedule during final design?
                                      • Will FQT complete on schedule?


4/17/2012                    Tom Erickson, 2012 All Rights Reserved                       16
Prediction Market Questions
            Knowledge Area                        Prediction Market Questions
                                      • When will the overall program CPI exceed 5% of
                                      baseline?
Cost Management                       • How long will it take to complete the next rolling
                                      wave budget?
                                      • Will the cost variance at IOC exceed 15%?

                                      • Will the customer approve the QMP in time for
                                      CDR?
                                      • Will Program XYZ successfully pass Phase 2
Quality Management
                                      PCA?
                                      • How many process escapes will occur during low
                                      rate initial production?
                                      • Will we meet the project start up 100-day staffing
                                      levels?
                                      • What percentage of the staff will complete time
Human Resource Management
                                      accounting training before the next timecard
                                      audit?
                                      • How many key personnel will leave by FAT?
4/17/2012                    Tom Erickson, 2012 All Rights Reserved                     17
Prediction Market Questions
            Knowledge Area                        Prediction Market Questions
                                      • How many stakeholders will attend the PDR?
                                      • What will be the score from the next
                                      communications survey with the team? With the
Communications Management
                                      stakeholders?
                                      • How many staff hours will it take to prepare for
                                      the next quarterly status review?
                                      • What will be the score of the next business
                                      resiliency exercise?
                                      • Where is the next unforeseen problem most
Risk Management
                                      likely to occur?
                                      • How many opportune uncertainties will the staff
                                      identify in the next quarter?
                                      • Will the contract get signed before the deadline
                                      for ordering long-lead materiel passes?
                                      •How much will the contract mod backlog grow
Procurement Management
                                      before CDR?
                                      • How many of our sole source suppliers will we
                                      lose during low rate initial production?
4/17/2012                    Tom Erickson, 2012 All Rights Reserved                        18
Prediction Market Questions
            Knowledge Area                        Prediction Market Questions
                                      • Will this year’s program ROIC exceed
                                      expectations?
Financial Management                  • How much will our cost of capital change this
                                      fiscal year?
                                      • Which program will exceed expected cash flow?

                                      • Will the COO approve the stakeholder
                                      management/ communications plan?
                                      • How many stakeholders will decline the next
Stakeholder Management
                                      semi-annual program review?
                                      • Which key stakeholders will be most difficult to
                                      schedule for one-on-ones?
                                      • Which program benefits expected this year will
                                      not appear?
                                      • Which functional area will generate the most
Program Governance
                                      audit findings this year?
                                      • How much will quality escapes erode program
                                      profits in the next five years?
4/17/2012                    Tom Erickson, 2012 All Rights Reserved                        19
The Leak


            A member of the West Coast
             marketing team overhears
               one of the retailers at a
              conference describe The
             Nebit to a competitor. It is
                 one week until IPL.




4/17/2012      Tom Erickson, 2012 All Rights Reserved   20
Lessons Learned
• Need diverse mix of participants
   – Different levels
   – Different organizational areas
• Traders must have some knowledge or frame of
  reference of at least 3-4 questions being asked in the
  marketplace
• Maintain anonymity among peers
• Don‟t try to force organizational structure on
  marketplace
• Users will self-select what to trade in
• People take the fantasy currency seriously

4/17/2012          Inkling Markets, Inc. Used with permission.   21
Lessons Learned (cont.)
• Prizes don‟t work that well. Here are some alternatives:
   – Reward participants with exclusive access to people
     and information
   – Create a competitive environment between groups
   – Create a community of practice
   – Let people ask their own questions. Make the
     marketplace feel organic, not forced from above



In addition to incentives, proper management of the marketplace is
the #1 indicator of success vs. failure


 4/17/2012            Inkling Markets, Inc. Used with permission.   22
The Nebit IPL Prediction Market




            What has been
             happening?



4/17/2012          Tom Erickson, 2012 All Rights Reserved   23
Final Results




4/17/2012   Tom Erickson, 2012 All Rights Reserved   24
Conclusions
• Prediction Markets can provide the capability to
  efficiently engage the “wisdom of crowds”
  phenomenon.

• Prediction Markets can support all Project/Program
  Knowledge Areas.

• Prediction Markets are not suitable for all projects and
  populations.




4/17/2012           Tom Erickson, 2012 All Rights Reserved   25
Questions?




4/17/2012                26
Acknowledegments
• I am grateful to Adam Siegel and the Inkling Markets
  team for allowing me to include their material in this
  presentation, as well as their past support and
  assistance while using their tools for demos and
  prototypes.




4/17/2012           Tom Erickson, 2012 All Rights Reserved   27
Contact Information
• Tom Erickson:
   – terickson@apnbok.com
   – www.linkedin.com/in/tcerickson
   – 703-201-0021
• Adam Siegel:
   – adam@inklingmarkets.com
   – www.inklingmarkets.com
   – (773) 856-6087




4/17/2012                             28
Backup




4/17/2012            29
Prediction Market Systems
• Commercial Systems
   – Consensus Point
   – Gexid
   – Hollywood Stock Exchange (HSX)
   – Inkling Markets, Inc.
   – InTrade/TradeSports
   – Lumenogic
   – Nosco
   – Pro:kons
• Open Source Systems
   – Conversocial
   – IdeaFutures
   – MarMix
   – Serotonin
   – USIFEX
   – Zocalo
4/17/2012      http://sefier.in/~irj/archives/long-review-market-prediction-software   30

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Prediction Markets In Project and Program Management

  • 1. Prediction Markets for Program and Project Management PMI WDC Tools Seminar Tom Erickson 17 April 2012
  • 2. Agenda • The Wisdom of Crowds • Prediction Markets • An Audience Participation Demo • Prediction Market Characteristics • A Real Prediction Market • Prediction Markets for Knowledge Areas • Lessons Learned 4/17/2012 Tom Erickson, 2012 All Rights Reserved 2
  • 3. “The Wisdom of Crowds” 1 • How Many Jelly Beans? • Average of answers from a large population will be more accurate than most of the individual answers. • A diverse collection of independently-deciding individuals is likely to make certain types of decisions and predictions better than individuals or 2 even experts . 1. “The Wisdom of Crowds”, James Surowiecki, Doubleday, 2004 4/17/2012 3 2. http://en.wikipedia.org/wiki/The_Wisdom_of_Crowds
  • 4. What If. . .? 4/17/2012 Tom Erickson, 2012 All Rights Reserved 4
  • 5. The Problem I Need A Prediction Market! 4/17/2012 Tom Erickson, 2012 All Rights Reserved 5
  • 6. 3 What Is a Prediction Market? We can look to a popular television show to explain what prediction markets are: In “Who Wants to be a Millionaire,” when contestants get stuck, they have three lifelines: » 50/50 Eliminate two of the four answers » Phone a friend Call whoever you want to get help » Ask the audience (93% accurate) Use the highest percentage answer from the audience A prediction market is like “asking the audience.” 4/17/2012 Inkling Markets, Inc. Used with Permission 6
  • 7. The Nebit IPL • Potentially earth-shaking new consumer product • Initial, simultaneous, multi-site initial product launch (IPL) pending • Initial product runs successful (more or less) • Mahogany row has high expectations • What could go wrong? Vote your confidence in the IPL‟s success. 4/17/2012 Tom Erickson, 2012 All Rights Reserved 7
  • 8. The Nebit IPL Prediction Market 4/17/2012 Tom Erickson, 2012 All Rights Reserved 8
  • 9. Prediction Market Characteristics • Prediction market systems: – Can assess the consensus of large (selected) populations efficiently, on a real-time basis – Are usually web-based – Pose questions about future events – Can look and feel like stock markets, complete with „play money‟, buys and sells – Can assess multiple future outcomes in parallel; i.e., they can include many questions on many topics at the same time – Often include tools for statistical and trend analysis – Frequently allow users to pose their own questions 4/17/2012 Tom Erickson, 2012 All Rights Reserved 9
  • 10. Surveys vs Prediction Markets3 Typically if a company wants to understand people‟s opinions they conduct a survey or poll. A prediction market is different from a survey or poll. • Surveys and polls • A prediction market asks typically ask what a what a person predicts will person wants to happen happen whether they want “Who will you vote for? the outcome to happen or not “Who do you think will be elected? • Surveys and polls are • A prediction market gives snapshots in time. A an ongoing view in to what person cannot change people think will happen their answer once they and allows people to have answered it change their mind based on external events or new information 4/17/2012 Inkling Markets, Inc. Used with Permission 10
  • 11. Wise Crowds Criteria Description Each person should have private information even if Diversity of opinion it's just an eccentric interpretation of the known facts. People's opinions aren't determined by the opinions of Independence those around them. People are able to specialize and draw on local Decentralization knowledge. Some mechanism exists for turning private judgments Aggregation into a collective decision. 4/17/2012 “The Wisdom of Crowds”, James Surowiecki, Doubleday, 2004 11
  • 12. This Just In. . . You are the shipping manager and you heard through the grapevine that one of your shippers has just won another major contract that will use all their spare capacity, and then some. 4/17/2012 Tom Erickson, 2012 All Rights Reserved 12
  • 13. Example: Inkling Public Markets 4/17/2012 Inkling Markets, Inc. Used with permission. 13
  • 14. News Flash During a production staff meeting the industrial engineers monitoring the production statistics reported a 20% improvement in throughput over the initial production run, but this news won‟t be reported up the chain until the next monthly PMR. 4/17/2012 Tom Erickson, 2012 All Rights Reserved 14
  • 15. Project/Program Knowledge Areas The Standard for Project Management The Standard for Program Management Integration Management Integration Management Scope Management Scope Management Time Management Time Management Cost Management Cost Management Quality Management Quality Management Human Resource Management Human Resource Management Communications Management Communications Management Risk Management Risk Management Procurement Management Procurement Management Financial Management Stakeholder Management Program Governance 4/17/2012 Tom Erickson, 2012 All Rights Reserved 15
  • 16. Prediction Market Questions Knowledge Area Prediction Market Questions • How many changes will the Charter go through during the project? •Will the Program Management Plan get signed Integration Management off before CDR? • Will all class 1 changes become resolved before IOC? • How much will requirements increase before PDR? Scope Management • How many errors will the audit find in the WBS? • How many errors will the functional configuration audit find? • What percent of the project activities will turn out to be on the critical path? Time Management • How many activities will be added to the schedule during final design? • Will FQT complete on schedule? 4/17/2012 Tom Erickson, 2012 All Rights Reserved 16
  • 17. Prediction Market Questions Knowledge Area Prediction Market Questions • When will the overall program CPI exceed 5% of baseline? Cost Management • How long will it take to complete the next rolling wave budget? • Will the cost variance at IOC exceed 15%? • Will the customer approve the QMP in time for CDR? • Will Program XYZ successfully pass Phase 2 Quality Management PCA? • How many process escapes will occur during low rate initial production? • Will we meet the project start up 100-day staffing levels? • What percentage of the staff will complete time Human Resource Management accounting training before the next timecard audit? • How many key personnel will leave by FAT? 4/17/2012 Tom Erickson, 2012 All Rights Reserved 17
  • 18. Prediction Market Questions Knowledge Area Prediction Market Questions • How many stakeholders will attend the PDR? • What will be the score from the next communications survey with the team? With the Communications Management stakeholders? • How many staff hours will it take to prepare for the next quarterly status review? • What will be the score of the next business resiliency exercise? • Where is the next unforeseen problem most Risk Management likely to occur? • How many opportune uncertainties will the staff identify in the next quarter? • Will the contract get signed before the deadline for ordering long-lead materiel passes? •How much will the contract mod backlog grow Procurement Management before CDR? • How many of our sole source suppliers will we lose during low rate initial production? 4/17/2012 Tom Erickson, 2012 All Rights Reserved 18
  • 19. Prediction Market Questions Knowledge Area Prediction Market Questions • Will this year’s program ROIC exceed expectations? Financial Management • How much will our cost of capital change this fiscal year? • Which program will exceed expected cash flow? • Will the COO approve the stakeholder management/ communications plan? • How many stakeholders will decline the next Stakeholder Management semi-annual program review? • Which key stakeholders will be most difficult to schedule for one-on-ones? • Which program benefits expected this year will not appear? • Which functional area will generate the most Program Governance audit findings this year? • How much will quality escapes erode program profits in the next five years? 4/17/2012 Tom Erickson, 2012 All Rights Reserved 19
  • 20. The Leak A member of the West Coast marketing team overhears one of the retailers at a conference describe The Nebit to a competitor. It is one week until IPL. 4/17/2012 Tom Erickson, 2012 All Rights Reserved 20
  • 21. Lessons Learned • Need diverse mix of participants – Different levels – Different organizational areas • Traders must have some knowledge or frame of reference of at least 3-4 questions being asked in the marketplace • Maintain anonymity among peers • Don‟t try to force organizational structure on marketplace • Users will self-select what to trade in • People take the fantasy currency seriously 4/17/2012 Inkling Markets, Inc. Used with permission. 21
  • 22. Lessons Learned (cont.) • Prizes don‟t work that well. Here are some alternatives: – Reward participants with exclusive access to people and information – Create a competitive environment between groups – Create a community of practice – Let people ask their own questions. Make the marketplace feel organic, not forced from above In addition to incentives, proper management of the marketplace is the #1 indicator of success vs. failure 4/17/2012 Inkling Markets, Inc. Used with permission. 22
  • 23. The Nebit IPL Prediction Market What has been happening? 4/17/2012 Tom Erickson, 2012 All Rights Reserved 23
  • 24. Final Results 4/17/2012 Tom Erickson, 2012 All Rights Reserved 24
  • 25. Conclusions • Prediction Markets can provide the capability to efficiently engage the “wisdom of crowds” phenomenon. • Prediction Markets can support all Project/Program Knowledge Areas. • Prediction Markets are not suitable for all projects and populations. 4/17/2012 Tom Erickson, 2012 All Rights Reserved 25
  • 27. Acknowledegments • I am grateful to Adam Siegel and the Inkling Markets team for allowing me to include their material in this presentation, as well as their past support and assistance while using their tools for demos and prototypes. 4/17/2012 Tom Erickson, 2012 All Rights Reserved 27
  • 28. Contact Information • Tom Erickson: – terickson@apnbok.com – www.linkedin.com/in/tcerickson – 703-201-0021 • Adam Siegel: – adam@inklingmarkets.com – www.inklingmarkets.com – (773) 856-6087 4/17/2012 28
  • 30. Prediction Market Systems • Commercial Systems – Consensus Point – Gexid – Hollywood Stock Exchange (HSX) – Inkling Markets, Inc. – InTrade/TradeSports – Lumenogic – Nosco – Pro:kons • Open Source Systems – Conversocial – IdeaFutures – MarMix – Serotonin – USIFEX – Zocalo 4/17/2012 http://sefier.in/~irj/archives/long-review-market-prediction-software 30

Editor's Notes

  1. It all began at a county fair in 1907. There was a contest to guess how much an ox’s meat would weight after butchering. Francis Galton, a polymath of the 19th century, was surprised to find that the medianof the crowds’ answers was within 9 pounds of the actual result. Later he found that the average (mean) of the individual answers was within 1 pound of the butchered weight! James Surowiecki, in a book published in 2004 built on this and other similar observations to describe the phenomenon we refer to today as the Wisdom of Crowds.
  2. What if you could use the wisdom of crowds to predict future events on your projects?
  3. The problem – crowds today are not nearly so well-behaved as they were at the turn of the 20th century. Crowds are bigger, spread over very large geographical areas, and can generate unimaginable quantities of data. Today, to tap the wisdom of crowds you need tools, and prediction markets are the answer.
  4. You thought you could just sit there and pick up a PDU? We are going to conduct a prediction market of sorts during the presentation. (This is probably the first time at a tools session a presenter has told you to keep your cell phones turned on.)When you came in you found a sheet of paper on your chair describing a future fictitious event, and during the presentation I am going to ask you to express your opinion about the outcome. You will be allowed to change your mind as many times as you wish, and you will use your cell phone, or tablet (if you can get on the hotel WiFi or have cellular access) to provide your guesses. Here is the setup in a nutshell.
  5. We are using a polling engine called Poll Anywhere that can accept cell phone text messages to guess the outcome. I have a poll set up for the scenario described on your handout. Here is how it works. If you gut tells you the IPL “. . . Will do well. Execs will be happy” you will send a text message to 22333 containing only the code 298815.Alternatively you can direct your phone’s browser to PollEV.com/Nebit (case sensitive) and select your choice. You can change your mind as many times as you wish during the presentation.Go ahead. If you have a gut feeling about how the IPL will turn out, text your choice to 22333, or connect with a browser to PollEv.com/Nebit (case sensitive) and pick your best guess. I’ll give you a few minutes before I proceed.(Whistling the Jeopardy theme. . .)If everyone has had a chance to post their initial thoughts, let me go on to describe some of the characteristics of a prediction market.
  6. Almost all prediction markets share common characteristics. How they may implement these features may vary, but the concepts will be similar.The last item is important. Allowing users to pose their own questions has the double benefit of raising issues or potential problems that might not otherwise occur to management or the prediction market operators as well as providing users a reason to have a vested interest in the market.
  7. A prediction market is not another type of survey.Surveys ask “what will you do”; prediction markets ask “what will happen”.Surveys are snapshots in time; prediction markets can be continuous.
  8. Subsequent research on the idea has shown that you need particular characteristics for accurate results from the crowd.
  9. Bulletin!Does this change your opinion about the success of the Nebit IPL? If so, take a moment to post your choice on the poll.O.K. So much for the theory. Let’s take a look at a real prediction market.
  10. I will give you a quick guided tour of the Inkling Markets public marketplace. (If you view these slides in presentation mode and click on the graphic it will launch your default browser and open the Inkling Markets public marketplace.)
  11. Uh-oh – another update from the front.This is good news, right? Does it change your intuition about the success of the Nebit IPL? I’ll give you a few minutes to express your opinion before I proceed.Moving on, I promised I would talk about prediction markets in the context of project and program management. In the next few slides I will show examples of prediction market questions for all project and program management knowledge areas.
  12. Comparing the knowledge areas for the Standard for Project Management and the Standard for Program Management, we can see they are very similar. Program Management adds three knowledge areas, and as you would expect the process stakeholders and scope for the two standards won’t be the same, but for our purpose we can address both Standards together.
  13. Here are typical questions you might want to include in a project or program management prediction market for Integration Management, Scope Management and Time Management.
  14. Here are typical questions you might want to include in a project or program management prediction market for Cost Management, Quality Management and Human Resource Management.
  15. Here are typical questions you might want to include in a project or program management prediction market for Communications Management, Risk Management and Procurement Management.
  16. Here are typical questions you might want to include in program management prediction market for Financial Management, Stakeholder Management and Program Governance.
  17. Looks like theNebit IPL is sailing into troubled waters.What does this bit of news do to your confidence in the success of the Nebit IPL? Take a moment to express your guess on the poll.
  18. Successful prediction markets need to be managed. Here are several points to keep in mind as you plan for and operate a prediction market on your program.
  19. Incentives are important to keep people engaged, but prizes usually aren’t the most effective.
  20. This was the final result of the poll taken throughout the presentation.
  21. Thank you for your time, and for your questions and comments. Does anyone want to explore any additional thoughts before we wrap up?
  22. I must acknowledge the support Inkling Markets has provided, with material and advice, in preparing this presentation.
  23. If you have additional questions feel free to contact me. If you want to know more about Inkling’s products, contact Adam or the team at Inkling Markets – they are the experts.
  24. For your further reading or research here is a list of commercial and open source prediction market systems and software compiled recently at the URL provided.