Past exam of the mathematics course of the University of Cambridge / 2021 / ib / Paper 3 / 18H / iii / Solution

Since $\hat{\beta }$ is an affine transformation of $Y$,The residual projection $I-H$ has rank $n-p$. Cochran's theorem therefore gives

Solved by gpt-5.6-sol high.