AI Comes for Teacher Evaluation

In this episode we explore the rise of AI-powered coaching tools for teachers and what happens when feedback on classroom instruction starts coming from software instead of a human observer.We look at the promise and risk of AI tools that analyze classroom video, generate feedback, and shape how teachers talk about their own practice.Topics covered:How AI coaching tools are being used to analyze classroom instructionWhy automated feedback for teachers parallels AI feedback for student writingThe role of context in judging classroom decisionsWhy trust matters more than efficiency in teacher coachingThe risk of AI narrowing the definition of “good teaching”What classroom teachers should ask when reviewing AI-generated feedbackHow instructional coaches and district leaders can use AI without replacing human judgmentSource:https://www.tandfonline.com/doi/abs/10.1080/00405841.2025.2607939