Two separate stepwise multiple regression models were applied to two groups of students in two different departments to predict their academic performance with psychological constructs and domain-specific attributes. The results indicated that prediction of academic achievement requires more proficiency in domain-specific skills. The results also reflected the fact that one model might be more suitable for some students; whereas, the other model or a combination of both models may be more appropriate for other students.