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Because the variance of $$ \mathbf{b} $$ depends on $$ \mathbf{X} $$, when the marginal distribution of $$ \mathbf{X} $$ is unknown, the marginal distribution of $$ \mathbf{b} $$ is also unknown, so it is not necessarily normal.
(b) Under Assumptions 1.1—1.5 and the null hypothesis,