The formula for standard deviation is,Originally Posted bycrazy_gal108

The formula for variance is,

Thus, we have,

Square both sides,

Thus, since , let

To get,

Since, divide by it to get,

Thus, the necessary conditions are when the sum of squares arelessthan the number of terms.

Checking this inequality we also find that this are the sufficient conditions.

Q.E.D.