The Wisdom of Crowds is a brilliant but accessible biography of an idea, one with important lessons for how we live our lives, select our leaders, conduct our business, and think about our world.
Could you define "the crowd?"
A "crowd," in the sense that I use the word in the book, is really any group of people who can act collectively to make decisions and solve problems. So, on the one hand, big organizations—like a company or a government agency—count as crowds. And so do small groups, like a team of scientists working on a problem. But just as interested—maybe even more interested—in groups that aren't really aware themselves as groups, like bettors on a horse race or investors in the stock market. They make up crowds, too, because they're collectively producing a solution to a complicated problem: the bets of people betting on a horse race determine what the odds on the race will be, and the choices of investors determine stock prices.
Under what circumstances is the crowd smarter?
There are four key qualities that make a crowd smart. It needs to be diverse, so that people are bringing different pieces of information to the table. It needs to be decentralized, so that no one at the top is dictating the crowd's answer. It needs a way of summarizing people's opinions into one collective verdict. And the people in the crowd need to be independent, so that they pay attention mostly to their own information, and not worrying about what everyone around them thinks.
What kind of problems are crowds good at solving and what kind are they not good at solving?
Crowds are best when there's a right answer to a problem or a question. (I call these "cognition" problems.) If you have, for instance, a factual question, the best way to get a consistently good answer is to ask a group. They're also surprisingly good, though, at solving other kinds of problems. For instance, in smart crowds, people cooperate and work together even when it's more rational for them to let others do the work. And in smart crowds, people are also able to coordinate their behavior—for instance, buyers and sellers are able to find each other and trade at a reasonable price—without anyone being in charge. Groups aren't good at what you might call problems of skill—for instance, don't ask a group to perform surgery or fly a plane.
Can you give an example of a current company that is tapping into the "wisdom of crowds?"
There's a division of Eli Lilly called e.Lilly, which has been experimenting with using internal stock markets and hypothetical drug candidates to predict whether new drugs will gain FDA approval. That's an essential thing for drug companies to know, because their whole business depends on them not only picking winners—that is, good, safe drugs—but also killing losers before they've invested too much money in them.
Excerpt from http://www.randomhouse.com/features/wisdomofcrowds/Q&A.html
James Surowiecki is a staff writer at The New Yorker, where he writes the popular business column, "The Financial Page." His work has appeared in a wide range of publications, including the New York Times, the Wall Street Journal, Artforum, Wired, and Slate. He lives in Brooklyn, New York.
Thought for the day
12 years ago
4 comments:
Sorry guys, accidently i removed the posted comments. Here i am reposting those comments back.
Alex said...
This is very interesting! I have done some work with simulated swarms or hives, such as ant like creatures, which can quickly solve very hard math problems like the "traveling salseman" problem (http://www.tsp.gatech.edu/) quickly with low energy input.
Cool blog, a rare serious page!
http://r2000.blogspot.com
7:58 PM
UnitetoSolve.com said...
Welcome to the solvers group. Please post more about ur simulated swarms stuff, some might be looking for such a solution.
8:10 PM
Anonymous said...
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8:30 PM
Hi Alex,
well if u r going thru this post again I have a question for you...
The TSP I agree might be a problem that is being widely researched upon.. but my question is how relavant is it in todays context.. with such advance technologies u can reach to any corner of the world thru cell fones and emails.. and even a video conferancing..
moreover with the competition getting tougher and tougher in the market I am sure the investor is very clear about the location of his market where he would sell the product.. or think about setting up his business.. he does not have to specifically travel to a location to see if a project is viable there.. there are so many research tools available that he can do al lhis research online and needs to be there only if he/she is starting his project there..
now that being the case.. do u think that the TSP exists in reality... of course if u consider a situation where a person has to distribute his product to a large number of cities and has only one site of production then the problem might be valid.. but I dont think one would find himself in situation these days .. and even if he/she is in such a situation I dont think the number of cites to be visted would be so large that its difficult to arrive at a feasible solution...
to me the whole TSP just appears to be blown out of proportion.. i.e to consider a single sales man who has to visit 100000 cites.. is never a reality.. and attempts to solve such a problem in my opinion is only to prove ones intellectual arrogance.. (I am not being harsh.. but sometimes I feel the world is trying to solve problems that r not goin to benefit any one except satiating the intellectual quest of a few.. )??
Can you shed some light on this? Can u give examples of some real life situations where this has been useful.??
Well, Vishy, let me try to answer your question. The reason for you not seeing the utility of TSP stems from your literal understanding of the problem statement - Travelling Salesman Problem. It, however, is not the gist of the issue here. That name might have been assigned to this issue due to the initial application that brought it out. However, even then, you failed to understand certain points. The concept of travelling sales person still exist. You believe that business market is well defined, where in lies the fallacy. Any successful company never stops with what it has. Its looking for greener pastures, thats the only way it can survive the competition. And, believe me, salesmen are still deployed because, whatever be the techie developments, personal human-interaction can never be substituted with any one else. Its just a natural thing that I am likely to remember the face of a person who apprached with his product than just who emailed me or left me a telemarketing message.
So much for the business aspect of the issue. TSP is still a major buzzword in computing research. The applications of it is myriad. For example, the very same internet and email you mentioned, involves data-packet routing in its lower layers, which is a classical example for a TSP application. Moving a webpage from the server to your computer involves the passage of these data packets through a lot of networks. The speed of operation depends a lot on how fast the packets are routed - TSP surfaces here.
If you are interested I can quote a lot more. Moreover, the link Alex provided is in Georgia Tech domain. If TSP is under active research there, well.. I would ask no more questions regarding its utility!
Just add a bit more on applications, pls try to read what Georgia Tech researchers have to say about your question at http://www.tsp.gatech.edu/apps/index.html
They do agree that "Much of the work on the TSP is not motivated by direct applications, but rather by the fact that the TSP provides an ideal platform for the study of general methods that can be applied to a wide range of discrete optimization problems."
Hope my comments helped answering your query.
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