Next, we notice that

so that

Hence, we have

However,

since . So

We now have an alternative expression for the sample variance,

and so

Since and , we have

and

This means that

and so

Therefore,

If, instead, we a dealing with the unbiased estimate of the population variance,

This is clearly equivalent to

It now follows that

Hence,