Which occupations are already compressing?
Track exposure by task template, adoption friction, wage signal, and hiring impact.
AI & Careers
The labor-market transition is structural, not universal.
This pillar tracks where AI displaces, compresses, augments, or reinforces work. The durable question is not whether AI replaces jobs, but which layers of the labor market absorb the shock first.
Research program
Tracked signal
Junior hiring compression, middle-layer exposure, augmentation-to-replacement ratio, and the pace of organizational restructuring.
Core questions
Three questions organize the pillar.
Where does augmentation still dominate?
Separate productivity expansion from direct displacement in job postings and company behavior.
What should workers watch next?
Turn abstract AI exposure into practical signals for role, industry, and career path decisions.
Model layer
ACDP is the operating model beneath this pillar.
ACDP evaluates displacement progress across five dimensions instead of treating job risk as a headline category.
Latest signal
Reshaping Work Vol. 1: Who's Replaced, Who's Protected
AI is not replacing workers evenly. The real pattern is an inverted U, with the middle layer under the greatest pressure while augmentation still exceeds replacement.
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