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Distributions

Why the Bell Curve Is Everywhere

8 min+70 XPStep 1/10

The bell, explained by adding

Heights, test scores, measurement errors, blood pressure — nature keeps drawing the same bell-shaped curve. Why?

The central limit theorem (CLT) has the answer: when an outcome is the sum of many small, independent effects, the total piles up near the average, and extreme sums get rarer the further out you go.

Height = thousands of genes + nutrition + chance. A test score = hundreds of learned facts + sleep + luck. Add enough small dice together and the sum draws a bell — every time.

analogy

Roll one die and every face is equally likely — flat. Roll ten dice and sum them, and totals near 35 dominate while 10 and 60 almost never appear. Adding randomness creates order.