labor-compression The Productivity Paradox: When AI Helps Everyone Equally AI boosts productivity most for junior workers, not experts—a surprising twist that reshapes how we think about knowledge work and career progression. Is your role becoming "collapsable" or uniquely valuable?
AI The Skill Leveling Effect: What Happens When AI Helps Everyone Equally AI's productivity gains skew heavily toward junior and mid-level workers. The floor rises, the distribution tightens, and judgment becomes the scarce asset.
AI Two Ways AI Changes Your Job: Demand-Limited vs. Collapsable Tasks Jobs are bundles of tasks, and AI hits the bundle unevenly. Demand-limited tasks call for role evolution and collapsable tasks call for role redefinition. Confusing the two is a reliable path to the wrong investment.
AI Labor Compression: The Right Economic Frame for AI Replacement is the wrong frame for AI and the workforce. Labor compression, the reduction of hours required per role, turns a binary fear into the strategic question that matters: what happens to the freed capacity?