How providing consultation and advice to others are reshaped as AGI capability advances.

About 65% of the work in Providing Consultation and Advice to Others is information-shaped and increasingly AI-deliverable, with the rest a hybrid of judgment and hands-on work. The automation frontier runs straight through the middle of this role.
Why: The reverse grounding distribution summary yields a weight-weighted mean of 0.65, drawn from 7 digital, 1 hybrid, and 2 physical roles among the known occupations. The highest-importance roles are strongly digital knowledge-workers like Industrial-Organizational Psychologists (0.85) and Educational Counselors (0.80), but the presence of hybrid roles like Funeral Home Managers (0.45) and various medical professionals pulls the activity firmly into the high-hybrid band.
grounded in the economy graph · digital scalar 0.65 · hybrid
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
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