The DAACS system assesses incoming college students’ readiness in reading, writing, mathematics, and self-regulated learning. The purpose of this study is to examine validity and reliability evidence for the internal structure of the writing assessment. The evidence suggests that our conceptual framework holds for both human and machine scored essays.