Clearly erroneous is a legal standard used in the context of appeals, where a higher court reviews the decision of a lower court. It refers to a situation where the lower court's factual findings are so flawed or unsupported by the evidence that they are considered unambiguously incorrect, warranting reversal by the appellate court.