I know it is not obvious to you. That is why you have to figure it out. I intentionally did not expose the complete proof, giving you hints instead. Or were you expecting to have somebody do the whole exercise for you?.. You cannot move smoothly between statistical topics without knowing linear algebra. Use linear algebra to prove the result I stated in the previous post.