How manage ramp operations are reshaped as AGI capability advances.

Only about 15% of Manage ramp operations is information work today — the rest is physical, and moves slowly. The exposure is concentrated in the back office: the books, the paperwork, the scheduling, the marketing.
Why: Because no child occupations are seeded, this score relies on the process description and lens. The description explicitly defines the work as the provisioning of catering, cabin-cleaning, fueling, water servicing, and aircraft de-icing. These are highly physical, hands-on tasks performed outdoors on the tarmac using heavy machinery, meaning AI can only orchestrate the scheduling but cannot execute the value-producing work.
grounded in the economy graph · digital scalar 0.15 · physical
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Manage ramp operations sits inside a larger value-flow — 1 parent structure it composes into. The hierarchy is grounding, not the story: it tells you which aggregate exposure Manage ramp operations inherits.
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Trigger: An aircraft arrives at the gate and shuts down its engines, initiating the ground turnaround period.
Outcome: The aircraft is fully provisioned, serviced, cleaned, and cleared for pushback and its next flight.