Central Limit Theorem: A sampling distribution of the mean is approximately normally distributed if the sample size is sufficiently large. This is true no matter what the population distribution is.

Amer Ibrahim Al-Omari, Ibrahim M Almanjahie, Javid Gani Dar, Acceptance sampling plans under two-parameter Quasi Shanker distribution assuring mean life with an application to manufacturing data, ...