We Need Doing and Thinking: Why AI Should Not Replace Hands On Learning and Entry Level Work by Mark Holcombe

In today’s AI-driven world, many people believe that humans should focus only on “thinking” while AI handles the “doing.” But what if this approach is actually damaging learning, expertise, and long-term career growth?

This report explores why hands-on effort, procedural work, and manual practice are essential for developing real competence especially for students and entry-level professionals. It explains how over-reliance on AI can create an illusion of competence, weaken critical thinking, and even remove the “skills ladder” that helps people grow into experts.

Drawing from educational theory, workplace trends, and real instructional frameworks, this paper explains why both doing and thinking are necessary for true expertise in the age of AI.

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