The formula for standard deviation is,Originally Posted by crazy_gal108
The formula for variance is,
Thus, we have,
Square both sides,
Thus, since , let
Since, divide by it to get,
Thus, the necessary conditions are when the sum of squares are less than the number of terms.
Checking this inequality we also find that this are the sufficient conditions.