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AI in the Classroom - Daily
AI in the Classroom - Daily

Early-Career Teachers and AI Habits

21 July 2026 11:07 Dan Cogan-Drew

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About this episode

In this episode, part 3 of our series on the productive struggle for teachers, we explore how AI is shaping the habits of early-career teachers, and why the choices teachers make in their first five years could influence the rest of their careers.


Topics covered:

• Why early-career teachers may be especially vulnerable to passive AI use• How generic AI-generated materials can affect student engagement• The connection between teacher confidence, burnout, and retention• Why productive struggle matters when learning to teach• The importance of revising and personalizing AI-generated lessons• Why protected reflection time should be part of AI implementation• How early-career teacher support affects equity and the long-term teacher pipeline

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