Evidence-Based Tutor Progress

Projection: Tutor dashboards may infer mastery from demonstrated work, then expose uncertainty and test their own forecasts against independent assessments. Current AI adoption says little about measurement quality. The product becomes credible when its predicted skill gains remain calibrated across learners, subjects, and subsequent evaluations.