How manage dangerous goods are reshaped as AGI capability advances.

About 45% of the work in Manage dangerous goods 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: Lacking seeded child occupations, the scalar is derived from the process name 'Manage dangerous goods' within the Scheduled Air Transportation industry. This process blends heavy regulatory documentation and compliance (digital information processing) with the physical inspection, verification, and handling of hazardous materials, placing it squarely in the hybrid band.
grounded in the economy graph · digital scalar 0.45 · hybrid
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Manage dangerous goods 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 dangerous goods inherits.
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Trigger: A shipper submits a cargo booking request containing declared or suspected dangerous goods for air transport.
Outcome: The hazardous cargo is safely verified, packaged, loaded, and transported without incident while strictly adhering to aviation safety regulations.