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Mathematics

The Normal Distribution and the Empirical Rule for Data

Quick fact

In a perfect normal distribution, about 68% of data falls within one standard deviation of the mean, 95% within two, and 99.7% within three—so a value more than three standard deviations away is extremely rare, occurring less than 0.3% of the time.

Why this is interesting

Have you ever noticed that so many measurements—like heights or test scores—tend to cluster around an average, forming a bell-shaped curve? Why do these patterns appear so often, and can we use that shape to make predictions?