Teaching in a Changing World
AI & Teacher Judgment
Use powerful tools without handing over the part of teaching that requires knowing your students.
Should AI be doing this particular thing?
The question is not whether AI can do something. It is whether AI should be doing this particular thing—and what still needs a teacher.
Start with purpose
Ask what problem you are actually trying to solve. Useful roles can include repetitive formatting, starting drafts, organizing assessment information, generating possibilities, or surfacing patterns.
Assistance is different from authority
Help me think is different from decide for me. Teachers still check accuracy, standards alignment, level, voice, instructional soundness, fit, privacy, and context.
Protect professional judgment
Human work includes noticing, relationships, empathy, discernment, creativity, leadership, trust, and judgment. AI does not know yesterday, the quiet student, when to encourage or correct, or when to pivot a lesson.
Let machines do more machine work
Technology can organize information, create starting drafts, surface patterns, and handle repetitive formatting so teachers have more capacity to teach, listen, notice, give feedback, plan, collaborate, and build relationships.
Some decisions should stay human
Teacher review is essential for instructional decisions, student need, assessment evidence, meaningful feedback, family communication, culturally sensitive content, high-stakes decisions, behavior interpretation, intervention and enrichment, and individual context.
Anchor: Data informs the decision. Teachers make the decision.
Five-question AI check
- Does this help students learn?
- Does this save meaningful teacher time?
- Does this protect professional judgment?
- Does this require context AI lacks?
- What will I do with the time saved?
Sources & Credit
Nicholas’s experience, classroom technology work, and podcast synthesis. Publication-time guidance was re-checked September 16, 2026. Current U.S. Department of Education guidance emphasizes instructional value, evidence, educator judgment, transparency, and protection of student data; UNESCO guidance likewise emphasizes human-centered, safe, equitable, and meaningful use of generative AI in education.
- U.S. Department of Education: Responsible Use of Education Technology
- UNESCO: Guidance for Generative AI in Education and Research
Printable Tool
1-Page AI Decision Check
Open PrintableGo Deeper on the Podcast
Teaching in the Age of AI
Listen to the EpisodeSource check: AI and education guidance re-checked September 16, 2026 against current U.S. Department of Education and UNESCO guidance.