Evidence That Matters: Data Signals, Not Vanity Metrics
A long session can mean distraction, not depth. Look for evidence of cognitive presence—annotations, revision attempts, problem explanations, and rubric-aligned reasoning—that reveals how students think, practice, and improve across activities.
Evidence That Matters: Data Signals, Not Vanity Metrics
Compare quiz items by objective, discussion posts by depth, and LMS interactions by timing. Triangulation exposes misconceptions early, anchors feedback, and prevents overreliance on any single, potentially misleading data stream.