AI is a time-redistribution tool, not a time-elimination tool. It moves hours around. Use it for the work that doesn’t develop you. Protect the work that does. anitasamuel.substack.com/p/ai-doesnt-...
Posts by Anita Samuel
Emotional readiness is a central component of #GenAI adoption. Here's a framework for designing #emotionallyresponsive #GenAI education. Jerusalem Merkebu, PhD
Check out 👉 pmejournal.org/articles/10....
When you let AI do your thinking, the hidden cost isn't your grade. It's your development as a scholar.
anitasamuel.substack.com/p/what-you-s...
AI feedback is powerful—but when it’s instant, students may think less, not more. The real value of feedback is the friction it creates.
Are we removing too much of that? #AIeducation
Student burnout isn’t just about too much work—it’s about too little meaning.
What would education look like if purpose, not endurance, was the starting point?
anitasamuel.substack.com/p/students-f...
When we categorize tasks by instructional value, we uncover opportunities to pause, batch, automate, or redesign work with minimal impact on student outcomes.
anitasamuel.substack.com/p/mid-semest...
#HigherEd #TeachingPractice #FacultyDevelopment #EdTech
Students worry about sounding unprepared, asking the “wrong” question, or revealing confusion too early during #OfficeHours.
AI lowers that risk.
The goal is to attend #OfficeHours clearer, calmer, and more intentional.
anitasamuel.substack.com/p/making-off...
Quick tip: faculty read emails fast — answer why you’re writing early, be specific, and respect professional tone. AI can help with tone, not voice.
anitasamuel.substack.com/p/the-unwrit...
#AcademicLife
As 2026 starts, students should remember this:
Using AI isn’t reckless.
Avoiding it isn’t virtuous.
Agency is the point.
Full piece (written for students):👉 anitasamuel.substack.com/p/is-using-a...
AI is everywhere. Policies are vague. Expectations are contradictory.
Students are guessing. Faculty are exhausted. Administrators are overwhelmed.
I write honestly about navigating all of that—without pretending there are easy answers.
Subscribe here: anitasamuel.substack.com
A quick guide to the most common AI policy mistakes faculty make—and how to sidestep them with clearer language, stronger alignment, and fairer expectations for students.
anitasamuel.substack.com/p/ai-policy-...
AI isn’t just changing how we teach—it’s changing what counts as teaching. Higher ed needs to move from upskilling to resistance. Are we ready to challenge the algorithm?
#AIliteracy #AdultEducation
onlinelibrary.wiley.com/doi/10.1002/...