Theorem 10.6.1. Relationship between Variance and \(\chi ^2\).
If \(S^2\) is a random variable of possible sample variance values from a sample of size n, then
\begin{equation*}
W = \frac{(n-1)S^2}{\sigma^2}
\end{equation*}
is approximately \(\chi ^2(n-1).\)