Learning Curve Group Data & AI
Spotting the risk
is only useful if
someone can act.
Learners were disengaging before tutors could step in. The answer needed to connect better prediction with timely, practical support.
reported reduction in
learner non-completion
The wider view
A risk score on its own wouldn’t reach a learner. The support response mattered as much as the model.
The advice in action
Connect machine learning with personalised WhatsApp outreach, helping tutors focus their attention where it was needed.