Teacher and principal evaluation systems now emerging in response to federal, state, and/or local policy initiatives typically require that a component of teacher evaluation be based on multiple performance metrics, which must be combined to produce summative ratings of teacher effectiveness. This paper investigates whether the bias and error introduced ...