teacher-workload

Evaluate edtech tools for their real impact on teacher time and administrative burden. Analyzes grading automation (auto-scoring, rubric-based feedback, batch workflows), lesson planning efficiency (template reuse, standards auto-tagging, pacing guide integration), parent communication systems (automated notifications, translation, conference scheduling), administrative task reduction (single-entry data flow, IEP/504 accommodation surfacing, compliance documentation), report generation (report cards, progress reports, data dashboards), and time-on-task optimization across platforms like Canvas, Schoology, PowerSchool, and Google Classroom.