Central limit theorem

The sample mean and the Central Limit Theorem

The mean of a random sample is itself a random variable. It is centred on $\mu$, its spread shrinks like $\dfrac{\sigma}{\sqrt n}$, and for large samples it is approximately normal whatever the population looks like.