Variability of the Sample Mean By the Central Limit Theorem, the probability distribution of the mean or sum of a large random sample is roughly normal. The bell curve is centered at the population mean. Some of the sample means are higher and some are lower, but the deviations from the population mean are roughly symmetric on either side, as we have seen repeatedly