
When AI Finds the Administrative Friction Higher Ed Leaders Miss
Jun 16, 2026 - 36:46
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At sixteen, with straight A's in math and science, Dr. Karen Panetta's school career assessment told her to sell makeup or be a cook. A male friend with lower scores got engineer or politician. No AI was involved. Just a...
AI in Higher Education: Bias, Procurement, and Human Oversight is an episode from Changing Higher Ed by Dr. Drumm McNaughton. At sixteen, with straight A's in math and science, Dr. Karen Panetta's school career assessment told her to sell m...
This episode belongs to Changing Higher Ed.
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Published Jun 2, 2026, 38:01 long, audio available.