Adapting to AI in Higher Education with Dr. C. Edward Watson | Teaching with AI episode artwork

EPISODE · Jan 6, 2026 · 52 MIN

Adapting to AI in Higher Education with Dr. C. Edward Watson | Teaching with AI

from Trending In Ed with Mike Palmer · host Palmer Media

In this episode, host Mike Palmer welcomes back Dr. Eddie Watson to discuss the rapidly evolving landscape of AI in higher education. Following the release of the second edition of his book, Teaching with AI: A Practical Guide to a New Era of Human Learning, Eddie shares insights from working with nearly 200 campus teams on transitioning from AI-resistant assignments to AI-integrated pedagogy. Here's the link to Eddie's first appearance. Key Takeaways: Beyond Academic Integrity: While cheating remains a concern, the conversation is shifting toward AI literacy as an essential learning outcome to prepare students for an AI-integrated workforce. The "Calculus" of Cheating: In high-stakes environments, students often feel a competitive disadvantage if they don't use AI. Pedagogical Transparency: If faculty ban AI for specific assignments, they must explain the "why" (e.g., building foundational skills) to encourage student compliance Backward Design: Eddie advocates for starting with the desired learning outcome and engineering assignments and instruction from there. Learning to Write vs. Writing to Learn: AI’s role should differ based on whether the goal is mastering writing mechanics or using writing to process course content. Durable Skills: While technical skills like prompt engineering may change quickly, mindsets like metacognition and critical thinking remain essential. "Ground Truth" Bots: Using tools like NotebookLM or Small Language Models (SLMs) allows students to interrogate specific, vetted data sets like OER textbooks. Efficiency vs Engagement: The episode concludes with a look at the "Efficiency vs. Engagement" binary. While institutions may use AI to automate grading and increase class sizes, the real opportunity lies in reinvesting saved time into "signature pedagogies"—mentoring and fostering a sense of student belonging, which are the greatest predictors of student success. Quotes: "The one who does the work is the one who does the learning. How do we make sure our students are doing the work, because that's where the learning occurs?" — Eddie Watson Time Stamps: 00:00 - Introduction & Welcome Back 00:55 - The Innovation Cycle: Second Edition of "Teaching with AI" 01:41 - Eddie Watson’s Background & Role at AAC&U 03:32 - The Shift: From Academic Integrity to the World of Work 05:10 - Complexity of Academic Integrity & Student Pressures 07:42 - Evolving Assessment Strategies & Motivation to Cheat 10:55 - Backward Design: Aligning AI with Learning Outcomes 12:54 - Writing to Learn vs. Learning to Write 14:43 - Agentic AI & Modernizing Assessments 18:50 - Creating "AI-Resistant" vs. AI-Transparent Assignments 24:43 - Developing a Meta AI Literacy Model 28:00 - Durable Skills: Metacognition & Managing AI 33:50 - Custom Chatbots, SLMs, and Ground Truths 46:40 - The Future: Efficiency vs. Engagement 49:00 - The Human Element: Mentorship & Student Belonging 51:00 - Closing Remarks Subscribe to Trending in Ed wherever you get your podcasts so you never miss an insight-filled conversation like this one.

In this episode, host Mike Palmer welcomes back Dr. Eddie Watson to discuss the rapidly evolving landscape of AI in higher education. Following the release of the second edition of his book, Teaching with AI: A Practical Guide to a New Era of Human Learning, Eddie shares insights from working with nearly 200 campus teams on transitioning from AI-resistant assignments to AI-integrated pedagogy. Here's the link to Eddie's first appearance. Key Takeaways: Beyond Academic Integrity: While cheating remains a concern, the conversation is shifting toward AI literacy as an essential learning outcome to prepare students for an AI-integrated workforce. The "Calculus" of Cheating: In high-stakes environments, students often feel a competitive disadvantage if they don't use AI. Pedagogical Transparency: If faculty ban AI for specific assignments, they must explain the "why" (e.g., building foundational skills) to encourage student compliance Backward Design: Eddie advocates for starting with the desired learning outcome and engineering assignments and instruction from there. Learning to Write vs. Writing to Learn: AI’s role should differ based on whether the goal is mastering writing mechanics or using writing to process course content. Durable Skills: While technical skills like prompt engineering may change quickly, mindsets like metacognition and critical thinking remain essential. "Ground Truth" Bots: Using tools like NotebookLM or Small Language Models (SLMs) allows students to interrogate specific, vetted data sets like OER textbooks. Efficiency vs Engagement: The episode concludes with a look at the "Efficiency vs. Engagement" binary. While institutions may use AI to automate grading and increase class sizes, the real opportunity lies in reinvesting saved time into "signature pedagogies"—mentoring and fostering a sense of student belonging, which are the greatest predictors of student success. Quotes: "The one who does the work is the one who does the learning. How do we make sure our students are doing the work, because that's where the learning occurs?" — Eddie Watson Time Stamps: 00:00 - Introduction & Welcome Back 00:55 - The Innovation Cycle: Second Edition of "Teaching with AI" 01:41 - Eddie Watson’s Background & Role at AAC&U 03:32 - The Shift: From Academic Integrity to the World of Work 05:10 - Complexity of Academic Integrity & Student Pressures 07:42 - Evolving Assessment Strategies & Motivation to Cheat 10:55 - Backward Design: Aligning AI with Learning Outcomes 12:54 - Writing to Learn vs. Learning to Write 14:43 - Agentic AI & Modernizing Assessments 18:50 - Creating "AI-Resistant" vs. AI-Transparent Assignments 24:43 - Developing a Meta AI Literacy Model 28:00 - Durable Skills: Metacognition & Managing AI 33:50 - Custom Chatbots, SLMs, and Ground Truths 46:40 - The Future: Efficiency vs. Engagement 49:00 - The Human Element: Mentorship & Student Belonging 51:00 - Closing Remarks Subscribe to Trending in Ed wherever you get your podcasts so you never miss an insight-filled conversation like this one.

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Adapting to AI in Higher Education with Dr. C. Edward Watson | Teaching with AI

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This episode was published on January 6, 2026.

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In this episode, host Mike Palmer welcomes back Dr. Eddie Watson to discuss the rapidly evolving landscape of AI in higher education. Following the release of the second edition of his book, Teaching with AI: A Practical Guide to a New Era of Human...

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