Analytics & Retention
Aggregated retention signals and VIP dashboards for provosts, deans, and institutional researchers.
Eight retention signals
Login frequency and session duration. Chat sentiment trajectory. Time-to-task-start (procrastination risk). Degree plan change request volume. Counselor appointment follow-through (completed vs. no-show). Daily question response rate decay. Feature adoption visibility. Peer comparison signals (GPA, task completion, goal completion). All aggregated and drill-down by student. At-risk identification before it's too late.
VIP executive dashboard
Enrollment and retention by college, class level, demographics. Academic performance: GPA distribution, grade trends, standing. Student engagement: login frequency, feature adoption, device breakdown. Sentiment and wellbeing: distribution, trajectory, top concerns. Tasks and goals: completion rates, procrastination risk. Attendance and campus life: by weekday, by course, engagement heatmap. No individual student data. PNG and Excel export on every chart.
API access
Provost attendance and engagement aggregates. AI/behavioral analytics. Signals API for drill-down by student (with appropriate access controls). Designed for institutional researchers and leadership dashboards.