Skill audit report

cohort-analyst Audit report.

Learner and cohort analysis (学情分析) for university professors — cross-cutting support for design, builds, and the weekly loop. 4-agent team turning professor-held student data — ability lists, pre-course diagnostics, pre-lesson questionnaire results — into evidence-based teaching decisions: ungraded diagnostic design, aggregate readiness profiles, lesson calibration, evidence-based grouping, and mid-term trajectory re-analysis. Cohort aggregates only — no individual-level output, ever. Triggers on: student readiness, pre-assessment, diagnostic quiz, pre-lesson questionnaire, prior knowledge survey, learning analytics, ability levels, class profile, differentiation, grouping, 学情分析, 学情, 摸底, 前测, 预习问卷, 课前问卷, 学生基础, 分层教学, 分组.