How manage maintenance materials and services are reshaped as AGI capability advances.

About 35% of the work in Manage maintenance materials and services 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: Since no child occupations are seeded, the scalar is derived entirely from the process name and description. The process involves a mix of hands-on physical execution ('upkeeping parts/equipment') and knowledge-based orchestration ('providing service strategy' and managing materials). Managing physical assets and supply chains inherently skews physical, but the strategic and administrative requirements place this overall work into the lower-hybrid band.
grounded in the economy graph · digital scalar 0.35 · hybrid
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Manage maintenance materials and services 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 maintenance materials and services inherits.
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Trigger: A maintenance schedule or unexpected aircraft defect generates a requirement for specific parts, specialized tooling, or third-party repair services.
Outcome: Required aviation parts, tools, and vendor services are procured, certified, and staged at the appropriate maintenance location to enable immediate work execution.