well, that is the unbiased estimate of the maximum likelihood estimator of the variance of a Gaussian distribution as far as I know. The empirical variance is defined as:
1/N sum_i (xi -mean)**2

edit: I have checked over the internet and it seems that, under certain conditions, the unbiased estimate of the variance you mentioned also holds