How management analysts are reshaped as AGI capability advances.

Roughly 85% of the work in Management Analysts is information-shaped — already within reach of AI delivery. The question here is not whether it shifts, but which tasks go first and who staffs the residual.
Why: All 30 listed tools belong to the IT/software segment (segment 43, digital prior 0.85), including Alteryx, AWS, and various Adobe applications. The top work activities emphasize pure knowledge work and communication, such as "Getting Information" (4.70), "Analyzing Data or Information" (4.40), and "Providing Consultation and Advice" (4.45). The work context confirms a desk-based environment, scoring perfectly on "E-Mail" (5.00) alongside high scores for "Telephone Conversations" (4.89) and "Spend Time Sitting" (4.19), indicating highly digital information work.
grounded in the economy graph · digital scalar 0.85 · digital
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
The work of Management Analysts engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Management Analysts involves 41 work activities — the generalized motions beneath the role, each scored against the AI-deliverability frontier.
+29 more via involvesActivity
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
Management Analysts performs 11 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.
Management Analysts is typically employed by 393 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.
+381 more via typicallyEmploys
Management Analysts is employed across 290 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
+278 more via employs
Management Analysts is linked from 2 entities via `performedBy` — a real edge on the economy graph, surfaced here so the claim stays grounded in data rather than assertion.
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Management Analysts uses 5 tools today. As each gains an agent-consumable surface (API / MCP / SDK), the human UI stops being the only way in — and the work routes straight to an agent.
Management Analysts relies on 218 products. The headless dimension of each — whether an agent can call it without a screen — is what decides how much of this work goes hands-free.
+206 more via uses
The software Management Analysts reaches for already exposes 12 agent-callable actions (via uses → exposedBy) — typed surfaces an agent invokes directly, no human screen in the loop. The work routes to the API, not the UI.
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
+15 more problems on the graph
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