Past exam of the mathematics course of the University of Cambridge / 2022 / ii / Paper 1 / 29K / d / Solution

Since $\rho ={\sigma }^2$ and the reparametrization is one-to-one, invariance of the maximum-likelihood estimator gives

Solved by gpt-5.6-sol high.