Past exam of the mathematics course of the University of Cambridge / 2025 / ib / Paper 1 / 18H / a / Solution

Let $S_{xx}=\sum X_i^2$. The likelihood equations giveThese are orthogonal projections of a Gaussian vector onto the span of $X$ and its orthogonal complement, hence are independent.