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“The Wisdom of the Crowds: Why the Many
Are Smarter than the Few and How Collective Wisdom Shapes Business, Societies,
Economies, Societies and Nations” Thesis: Under the right conditions, groups are remarkably
intelligent and we often smarter than the smartest people in them.
Cognition -- The crowd is amazingly right on things where you
can measure
“Who wants to be a millionaire?” Poll the audience-91%, Calling someone-64% Francis Galton and the OX -- 787 guesses. Average was 1197 lbs. Ox weighed 1198. That is better than any individual guess. The scorpion (a nuclear submarine) disappears somewhere inside a 20 mile circle. Navy assembles a large diverse team that makes guesses of location of sub. Their average was off by 200 yards. Challenger explosion Morton Thiokol’s stock down 12% other three companies about the same. Point spreads adjust based on betting with 50% on each side. Mirage final line is the greatest predictor of athletic outcomes. Google- most popular search engine. Relies on how many hits a page receives (that is relevant to a search) to determine the best web page for each topic Decision markets – Iowa Electronic Markets People buy/sell futures, “contracts” based on how one thinks a candidate will do à consistently performs better than polls of norm Political analysis market -- people would bet on a
variety of outcomes in the middle (assassinations, violence, revolutions) --
Senator Wyden helped kill it Theory: Ask 100 people a question and the answer will be better than its smartest member – collectively humanity can make sense of its world in a way better than any 1 individual, “it’s as if we’ve been programmed to be collectively smart” Coordination problems – how does the herd coordinate its
actions so that it doesn’t run into each other in a crowded mall?
To solve it requires the
individual to discern not only what they believe is the right answer, but also
what other people think is the right answer, because what each person does
affects and depends on what everyone else will do (action can still be based on
self interest) Example: 4-way stops in LO how do we do it? culture offer hints of how other people will act--first come, first serve basis in public spaces More examples: facing one way in an elevator -get in line with first person getting in front (it’s also the responsibility of the person directly behind a cutter to object) How do free markets do this? How can knowing only partial knowledge and limited capability get resources to the right price at the right price? OJ ready for me at every time I
go to the grocery store even though I gave the owner no notice – how did the
OJ factory know to make it, how did the farmer know to grow it? Perfect, total information not
required for rational, small decisions to create a fully functional
comprehension system Cooperation (How does the herd do things that help the
collective but may not benefit the individual all that much)
To solve cooperation problems, individuals need to adapt a wider definition of self interest to benefit themselves (and everyone else) in the long term à requires trust of other or else only myopic self interest makes sense (in a strictly rational sense it would seem that every individual would be a “free rider,” but that would rapidly destroy society and cast us into darkness and we’d look like Lakeridge) A sense of fairness is deeply rooted (in other words there should be a reasonable relationship between accomplishment and reward) Ultimatum game – there are $10 – the proposer can propose any division of the funds and the responder can only accept it or reject the entire proposal (and neither party gets anything)- rational outcome: $9 for proposer, $1 for responder – but the most likely offer is $5 and offers below $2 are usually rejected (exception was when the proposer was somehow identified as having earned that position) Capuchin monkeys and grapes/cucumbers Richard Grasso and the $139 million pay day Why?? – “strong reciprocity” a willingness to punish bad behavior (or reward good behaviour) even when you get no material benefit from doing so -- so individual reinforce fairness for intrinsic reasons – leads to collectively just outcomes + In addition, people have learned prosocial behavior ( such as tipping) are games in which everyone can end up gaining + Capitalism encourages a healthy level of trust in the reliability and fairness of transactions – otherwise business slows by suspicion and caution -
this trust becomes generalized as business people realize in the long run
that honesty is good business Exceptions: you betcha! - But lawsuits aren’t that common -
There are enforcement mechanisms for violators like Enron and Arthur
Anderson Taxpayers are the ultimate free-rider problem because the chance of being caught is low and so it becomes rational to cheat on taxes So why do most people pay their
taxes ?? (at a rate higher than most countries, including Europe) people feel
that they should pay their share so long as those who do cheat are punished –
so we have a positive feedback loop where tax paying creates a small group of
tax cheats who can then be caught and punished, reaffirming the value that it is
correct the pay your taxes Requirements of a Good Group (ie why a drunken mob of college
kids doesn’t sit down and discuss philosophy, but instead tends to break
things)
Cognitive diversity
between 84-99 almost 90% of mutual
fund managers underperformed the market – studies have determined that
non-psychologists are better at predicting people’s behavior than
psychologists – medical pathologists (study of tissue?) presented with the
same evidence disagree on a diagnosis 50% of the time -- small groups of experts are subjects to “groupthink” Bay of pigs, Japanese attack on Pearl Harbor
diversity fight that tendency Independence
§ Independent individuals will have access to new info, interpretation, analysis, intuition
§ Information cascades à initial movement by a herd will give others à momentum will pick up to the point that personal info and analysis is ignored because of the assumption the herd know better. – (May be correct: garbage day) §
So why isn’t this always the death of the wisdom of the crowd à
because most people are overconfident à
means they are willing to buck conventional wisdom – can be bad for
individual, but good for collective wisdom (Beta tape v VHS) Decentralization After 9/11 a great deal of criticism that intelligence gathering was fragmented (so the various agencies couldn’t create a composite picture) so decentralization is bad? Linux – people contribute bits and pieces to the operating code But there needs to be some sort of aggregation mechanism – a way of channeling the group decision making into outcome (like elections or stock market prices) – that may have been the problem with pre 9/11 intelligence, there was lots of intelligence but no aggregate agency to tap into collective wisdom decentralization
is fed by (and fosters) specialization of labor, interest, attention, whatever
-- harnesses tacit knowledge (that is specific to a particular job location,
experience, strength) – encourages independence of specialization on while
still allowing people to coordinate where there was weakness – sometimes
valuable info never gets fully disseminated So what
does this say about Democracy ?
Do voters reflect the “public interest”? – a good question once we
can figure out what the “public interest” is – otherwise a meaningless
standard to attempt Problem: Public choice theory – people vote as a reflection of self interest (for example: supporting the industry they work for) But why vote at all? Voting defies a rational explanation based on self interest But might the votes cast still reflect self interest? Not much interest in increasing taxes on the wealthy even though most people are not wealthy Ideology is still a better predictor of voting behavior (conservatives with no insurance vote against universal health insurance, while liberals with insurance will support it) Problem: the public doesn’t seem all that informed (in 2003 ½ of all Americans did not know Bush cut taxes, during the Cold War ½ of all Americans thought that the USSR was part of NATO) But voters are not quizzed about current events, they are asked to select the candidate who will make the right decisions Evidence does indicate that voters do pay attention to issues that affect them and they are inundated with information ranging from gas prices to local casualties in Iraq |
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