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Wisdom of Crowds

The average of many guesses beats individual experts

The Paradox

Francis Galton (1906) ran a contest at a country fair: 800 people guessed the weight of an ox. No single person got it exactly right. But the average of all guesses was 1,197 lbs—the EXACT weight! Galton was trying to prove democracy was foolish, but accidentally proved crowds are wise. Surowiecki (2004) showed this works for predictions, forecasts, and decisions—IF the crowd is diverse and independent.

Recreate Galton's 1906 Ox Experiment

🐂 How much does this dressed ox weigh? (in pounds)
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Total Guesses
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Crowd Average
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Best Individual
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Your Guess

Guesses will appear here...

Why Does This Work?

Error Cancellation: Each guess = signal + noise. When you average many guesses, the noise cancels out (errors are random in both directions), leaving pure signal.

Conditions for Wisdom:

When It Fails: If people start copying each other (herding) or all have the same biased information, the crowd becomes dumb. Social proof kills crowd wisdom.