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What "BLUE" really promises about OLS

Asked at SIG

The Gauss–Markov theorem is often quoted as "OLS is best," and candidates over-claim it.

State precisely what the theorem guarantees, under what assumptions, and, importantly, what it does not say.

Your answer

This one is open-ended. Work it through, then check your reasoning against the full solution.

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