A Material Error of Fact is an error in academic research that pertains to a substantive inaccuracy in the representation or interpretation of empirical data, evidence, or established knowledge that significantly undermines the validity of a method, model, framework, theory, construct, dataset, task, or metric upon which a scholarly contribution relies.