An efficient estimator has the smallest variance among unbiased estimators of a parameter. After you require unbiasedness, efficiency is the tiebreaker for precision. More efficient estimators extract more information from the same sample. Do not confuse statistical efficiency with market efficiency, which is about prices reflecting information.