Means from non-normal populations

Irrespective of the shape of the population distribution,

 =  μ              = 

If the population is not a normal distribution, the sample mean does not have a normal distribution. However the Central Limit Theorem states that...

For most non-normal population distributions, the distribution of the sample mean becomes close to normal when the sample size increases.