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The age distribution of a population is, the number of individuals of each age in the population.
The age distribution of a population is, the number of individuals of each age in the population.
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Also normally distributed.
Small samples and large population variances imply that the estimate for the mean will be relatively poor. Whether or not it will result in an underestimate or overestimate depends on the distribution: with a symmetric distribution the two outcomes are equally likely.