Total Learners
25
Online cohort
Avg LMS Logins
30.9
per learner
Avg Time on LMS
4.5h
per week
At-Risk Learners
32%
need intervention
— 02 / Explore
Five lenses on the cohort.
Move from raw activity → patterns → risk classification → intervention, the full analytics loop.
Engagement Analysis
LMS login frequency and weekly time-on-task per learner.
OpenPerformance Analysis
Average academic performance and the engagement–performance relationship.
OpenAnalytical Classification
Distribution of learners across performance and engagement categories.
OpenLearner Roster
Per-student behavioral and academic indicators.
OpenInsights & Ethics
Key recommendations and governance principles.
Open— 03 / Principles
Data should illuminate students — never label them.
Transparent
Every metric, definition and threshold is visible to learners and educators.
Proportional
Only collect what enables timely, helpful intervention — nothing more.
Human-led
Algorithms suggest. Educators decide. Students remain the protagonists.