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Linear regression assumptions

On P336 of V1, the bottom of page fine print says that serial correlation can also affect forecast accuracy. But, on P332 it says that serial correlation has no adverse affects on the regression coefficients. Arent these statemnts contradictory? Where does the adverse impact on forecasts come from if regression coefficients are unaffected?

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