Skip to content
How to ThinkIn the Age of AI
Principlev1PR-464

Build broader, shallower hierarchies for novices exploring…

Build broader, shallower hierarchies for novices exploring unfamiliar domains; build deeper hierarchies for experts navigating familiar paths.

Why This Is a Principle

Derives from Expertise Transforms Perceptual Chunking (expertise changes chunk size), Expertise Through Deliberate Practice (expertise builds sophisticated mental representations), and Expertise as Domain-Specific Schema Organization (expert knowledge is domain-specific). Prescribes adapting hierarchy depth to user expertise level based on how chunking and mental models differ between novices and experts.