Discusses problems with performance evaluations in academic libraries and examines attribution theory, a sociopsychological theory which helps explain how biases may arise in the performance-evaluation process and may be responsible for producing serious and unrecognized inequities. Considers fairness in performance evaluation and differential evaluations based on gender. Contains 70 references. (LRW)