Theorem 9.3.3. Relationship between Normal and \(\chi^2\). If \(Z_1, Z_2, ..., Z_r\) are r standard normal variables, then \begin{equation*} X = \sum_{k=1}^r Z_k^2 \end{equation*} is \(\chi^2(r)\text{.}\)