12/12/2025
Michael Horn challenges the common assumption that liberal arts skills like critical thinking automatically transfer from classroom to workplace. He argues that these skills are domain-specific and explains why universities need structural changes—not just AI adoption—to make liberal arts education more relevant for career success.
Key insights:
• Critical thinking learned in history class doesn't automatically work in business contexts
• Liberal arts skills are actually "baskets of skills" that need intentional design for transferability
• Universities need cross-functional teams to redesign courses, majors, and credit requirements
• Structural innovation matters more than just asking faculty about AI usage