Authentic assessments used in response to accountability demands in higher education face at least two threats to validity. First, a lack of interchangeability between assessment tasks introduces bias when using aggregate-based scores at an institutional level. Second, reliance on written products to capture constructs such as critical thinking…

Value-added scores from tests of college learning indicate how score gains compare to those expected from students of similar entering academic ability. Unfortunately, the choice of value-added model can impact results, and this makes it difficult to determine which results to trust. The research presented here demonstrates how value-added models…