The Wisdom of Crowds

If a group of autonomous individuals tries to solve a problem without any means of putting their judgments together, then the best solution they can hope for is the solution that the smartest person in the group produces, and there’s no guarantee they’ll get that. If that same group, though, has a means of aggregating all those different opinions,

The fundamental problem with an information cascade is that after a certain point it becomes rational for people to stop paying attention to their own knowledge—their private information—and to start looking instead at the actions of others and imitate them. (If everyone has the same likelihood of making the right choice, and everyone before you ha

Decentralization’s great strength is that it encourages independence and specialization on the one hand while still allowing people to coordinate their activities and solve difficult problems on the other. Decentralization’s great weakness is that there’s no guarantee that valuable information which is uncovered in one part of the system will find

So who picks the sweetest-smelling one? Ideally, the crowd would. But here’s where striking a balance between the local and the global is essential: a decentralized system can only produce genuinely intelligent results if there’s a means of aggregating the information of everyone in the system. Without such a means, there’s no reason to think that

In other words, if most decisions to adopt new technologies or social norms are driven by cascades, there is no reason to think that the decisions we make are, on average, good ones. Collective decisions are most likely to be good ones when they’re made by people with diverse opinions reaching independent conclusions, relying primarily on their pri

What do we mean by “decentralization,” anyway? It’s a capacious term, and in the past few years it’s been tossed around more freely than ever. Flocks of birds, free-market economies, cities, peer-to-peer computer networks: these are all considered examples of decentralization. Yet so, too, in other contexts, are the American public-school system an

In the first stage of this process, the list of possible solutions is so long that the smart thing to do is to send out as many scout bees as possible. You can think of Ransom Olds and Henry Ford and the countless would-be automakers who tried and failed, then, as foragers. They discovered (in this case, by inventing) the sources of nectar—the gaso

For an answer, consider a hive of bees. Bees are remarkably efficient at finding food. According to Thomas Seeley, author of The Wisdom of the Hive, a typical bee colony can search six or more kilometers from the hive, and if there is a flower patch within two kilometers of the hive, the bees have a better-than-half chance of finding it. How do the

Individually, some of the agents were very good at solving the problem while others were less effective. But what Page found was that a group made up of some smart agents and some not-so-smart agents almost always did better than a group made up just of smart agents. You could do as well or better by selecting a group randomly and letting it solve