Transfer: Applying Knowledge in Unfamiliar Situations
Transfer is more than remembering what we learned. It is the ability to recognize when knowledge applies, adapt it to unfamiliar situations, and explain why it matters. In an AI-rich world, students must learn not simply to receive applications from AI, but to evaluate and make those connections themselves.
Ethical Reasoning: Not Just Can We, But Should We?
AI can generate content, automate tasks, and offer recommendations, but capability is not the same as responsibility. Students need opportunities to ask not only whether AI can be used, but whether its use supports learning, protects trust, respects others, and preserves human judgment.
Intellectual Humility: Knowing the Limits of Our Knowledge
AI can generate polished, confident answers, but confidence is not the same as correctness. Intellectual humility helps students recognize the limits of their own knowledge, question assumptions, seek evidence, and remain open to revision. In an AI-rich world, this habit of mind is essential for helping students use technology without surrendering judgment.
Asking Better Questions
In an AI-rich world, answers are becoming easier to generate—but easy answers can create a false sense of understanding. Curiosity keeps students from stopping at the first response, encouraging them to question assumptions, explore alternatives, and pursue deeper understanding. The students who thrive will not simply know how to get answers quickly; they will know how to keep asking better questions.
Sensemaking: More Than Finding Answers
AI can make information easier to find, but access is not the same as understanding. In an AI-rich world, students need to do more than receive answers—they need to connect ideas, recognize context, identify what matters, and build meaning. Sensemaking is the work that turns information into understanding.
Judgment: Choosing Among Possibilities
In an AI-rich world, students do not only need to produce answers. They need to evaluate them. AI can generate possibilities, summaries, recommendations, and solutions, but students still need to decide what is accurate, appropriate, ethical, and useful. That is why judgment must become a more explicit learning goal. By asking students to compare options, explain criteria, identify trade-offs, and defend decisions with evidence, educators can help them practice the kind of human thinking that AI cannot replace.
Designing for the Thinking We Can't Outsource
AI has not diminished the importance of learning. It has clarified what learning has always been about: not simply producing answers, but developing judgment. As AI becomes a permanent partner in education, the central question is not what students can automate, but what kinds of thinking they still need to practice for themselves.
Start With One Assignment, Not Your Entire Course
AI has exposed a challenge that may have existed long before generative AI: a completed assignment is not necessarily the same thing as evidence of learning. Rather than redesigning an entire course, faculty can begin with a single assignment and ask a simple question: What evidence of learning am I actually looking for? Small changes that make student thinking more visible can often have a surprisingly large impact.
Can AI Support Social Metacognition?
Learning often happens when our assumptions are challenged and our thinking evolves. Traditionally, peers, instructors, and collaborative activities have helped create those moments. But could AI also play a role? This post explores the possibility of using AI personas to encourage perspective-taking, reflection, and metacognitive awareness—a concept I'm calling Synthetic Social Metacognition.
The Real Role of Faculty in an AI World
Artificial intelligence is changing many aspects of higher education, but perhaps the most important change is forcing us to reconsider the role of faculty. When information, explanations, and answers are available instantly, the value of education shifts from delivering content to developing judgment. In an AI world, faculty are not simply providers of knowledge, they are designers of learning experiences that help students think critically, reflect on their decisions, and develop the metacognitive skills needed to navigate an increasingly complex world.