Faculty and administrators are more likely to take responsibility for student learning and development if they believe that assessment data represent their students and identify specific actions for improvement. An earlier study found that NSSE scalelets provide dependable metrics for assessing student engagement at the university, college, and department levels. Building on the earlier study, the findings of the current research indicate that the NSSE scalelets have greater explanatory power and provide richer detail than the NSSE benchmarks.