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A warm-up exercise ,[object Object],[object Object],[object Object]
Traditional Problem Solving ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Francis Galton ,[object Object],[object Object],[object Object]
In 1906 Galton visited a livestock fair and stumbled upon an contest.
Francis Galton ,[object Object],[object Object]
Francis Galton ,[object Object],[object Object]
Francis Galton ,[object Object]
Francis Galton ,[object Object],[object Object]
Francis Galton ,[object Object],[object Object],[object Object]
Wisdom of Crowds ,[object Object]
Other examples
 
Who wants to be a millionaire? ,[object Object],[object Object],[object Object]
Who wants to be a millionaire? ,[object Object],[object Object],[object Object],65%
Who wants to be a millionaire? ,[object Object],[object Object],[object Object],91% 65%
Who wants to be a millionaire? ,[object Object],[object Object],[object Object],91% 65% The  Wisdom of Crowds
Other examples
 
The Spaceshuttle Challenger ,[object Object]
The Spaceshuttle Challenger ,[object Object]
The Spaceshuttle Challenger ,[object Object],[object Object],[object Object],[object Object]
The Spaceshuttle Challenger ,[object Object],[object Object],[object Object],[object Object],[object Object]
The Spaceshuttle Challenger ,[object Object],[object Object]
The Spaceshuttle Challenger ,[object Object],[object Object]
Months later it was discovered that it was in fact Morton Thiokol who caused the problem with the production of faulty O-rings.
The Spaceshuttle Challenger ,[object Object]
The Spaceshuttle Challenger ,[object Object],[object Object]
Other examples
Google PageRank Algorithm ,[object Object],[object Object]
 
Google PageRank Algorithm ,[object Object],[object Object],[object Object]
Google PageRank Algorithm ,[object Object],[object Object],[object Object],The Wisdom of Crowds
Exercise ,[object Object]
Exercise ,[object Object],[object Object]
Exercise ,[object Object]
Exercise ,[object Object],[object Object]
Exercise ,[object Object]
So what does  this tell us?
Wisdom of Crowds ,[object Object],[object Object]
It is important  to remember…
Experts are not know-it-alls ,[object Object],[object Object]
Experts are not know-it-alls ,[object Object],[object Object]
Experts are not know-it-alls ,[object Object]
Experts are not know-it-alls ,[object Object],[object Object]
Experts are not know-it-alls ,[object Object],[object Object]
A key point is…
Diversity ,[object Object]
Diversity ,[object Object],[object Object],[object Object]
Diversity ,[object Object]
GROUPTHINK
GroupThink ,[object Object]
GroupThink ,[object Object],[object Object],[object Object]
Consequences of GroupThink ,[object Object],[object Object],[object Object],[object Object]
Symptoms of GroupThink ,[object Object],[object Object],[object Object],[object Object],Continued ->
Symptoms of GroupThink ,[object Object],[object Object],[object Object],[object Object]
Signs of GroupThink ,[object Object],[object Object],[object Object],[object Object],[object Object]
What can we do ?
What can we do ? ,[object Object]
What can we do ? ,[object Object]
What can we do ? ,[object Object]
What can we do ? ,[object Object]
What can we do ? ,[object Object]
What can we do ? ,[object Object]
Diversity (recap) ,[object Object]
Good Crowd For Wisdom ,[object Object],[object Object],[object Object]
 

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The Wisdom of Crowds

Editor's Notes

  1. Lecture based on the ideas based in this book plus some ideas on how this maps onto Problem Solving and Knowledge Management. It’s a good read and well worth buying (on amazon under 10Euros) We don’t intuitively think of a crowd as having wisdom maybe because we associate a crowd with a mindless mob. I’m going to talk about Good Crowds and Bad Crowds. The Good Crowd having wisdom. Newsnight last night – the “fee-paying” students are beating the police at the game of “democratic protest” --- the police are hampered by hierarchical protocols … the students have a flat fluid structure backed up by technology (guerrillas versus regular army) ……. A new democracy!
  2. Gut Feeling …. Impulse Buy Experience only good for same problem We all love an Expert but as we will see they are only good in a narrow problem space The Friend and colleque may have very similar values/belief as your own Yes Man Culture Fear or Lazyness --------- Hitler Stalin Simon Cowell Oxford Bags and 6” Platforms in the 70’s ……. Housing Bubbles .NET Bubble Politics, only one way of doing things, non creative
  3. Eugenist ….. Part of later facist propaganda Believed in class system and that certain people were implicitly wise
  4. Now Polling agencies believe in the wisdom of the crowd
  5. Imperfect Information means that there are lots of conditions that influence the outcome Fn(x1,x2,x3,x4,x5…………………) => y1 However different people have different unknowns.
  6. U may say the questions are easier or more generic/popular when Ask the audience is used near the start but the counter argument is also true The expert should know the question when its specific.
  7. In the old days maybe Stephens Green Toilets at Dawn ….. Ask the audience?
  8. U forgot or didn’t hear where to meet
  9. Ask for a vote!
  10. The falability of experts
  11. What is Intelligence ???
  12. Other Peoples Views
  13. Hetrogenious > HomoGenious
  14. U need the Outlanders for different ideas
  15. We’re too far away in Hawaii to be attacked (even although they had numerous warnings diplomatic & radar ) Castro’s army can easily be beaten with some CIA operatives / Kennedy and Intellectual Elite Helicopters didn’t work in sandstorm No exit strategy Note they are all army/political
  16. 1. IBM in the 70’s ….. Can’t get sacked for Buying Big Blue even although proprietary …….. But UNIX and cheaper hardware. 2. The Moonies The British Empire People from Aberdeen The Spanish Inquisition I can’t say what I think Follows from 6 Zeolets snitches
  17. 1. IBM in the 70’s ….. Can’t get sacked for Buying Big Blue even although proprietary …….. But UNIX and cheaper hardware. 2. The Moonies The British Empire People from Aberdeen The Spanish Inquisition I can’t say what I think Follows from 6 Zeolets snitches
  18. Arrogance
  19. Spread the Load
  20. No Dictator
  21. Everyone gets an equal say
  22. External protactinous/antaganist ------ new blood
  23. PMI, OPV, 6 Hats
  24. Sounds like Community of Practice (a KM Term)
  25. Summary of main conclusions from Book Diversity means that less chance of cliques thus supporting Independent thought In turn providing a meritocracy for input and a flat structure.
  26. 1. Lack of gene diversity and outside influences therefore open 2 follow the leader(church state) and peer pressure; others are witches 2. Suitable to both defence and prosecution therefore diverse and good for coming up with verdict. 3. Very Tribal makes them feel safe, Know better than manager about own team, very bias about referee, persecution complex 4. Amateur gamblers, professional gamblers, the bookies use the wisdom of the gambling crowds. 5. Nuerals begin on equal status but go from homogeneous to hetrogenous(diverse) after training. 6. Set-up to be Diverse, Independent and Decentralised so as to solve problems of common interest and evolve.