Students who actively engage with learning materials, for example by completing more practice activities, show better learning outcomes. A straightforward step to stimulate this desirable behavior is to require students to complete activities and downplay the role of reading materials. However, this approach might have undesirable consequences,…

Identifying at-risk students at an early stage is a challenging task for colleges and universities. In this paper, we use students' oncampus network traffic volume to construct several useful features in predicting their first semester GPA. In particular, we build proxies for their attendance, class engagement, and out-of-class study hours based…