High support signal
Learner A · fictional
- Attendance down 22%
- 3 assignments incomplete
- No portal activity in 9 days
Learning Intelligence
Surface patterns early. Never reduce a learner to a risk score.
The platform prepares explainable support signals so authorised staff can notice possible disengagement or learning difficulty earlier, while requiring human context and review.
Medium support signal
Learner B · fictional
- Practice completion 42%
- Confidence check declined
- Assessment plateau
Low support signal
Learner C · fictional
- Attendance stable
- Practice completed
- Assessment improving
Signals are fictional. Production risk tools must remain assistive and explainable, with human review before intervention.