How deliver technical training are reshaped as AGI capability advances.

About 65% of the work in Deliver technical training 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: With no seeded child occupations to weigh, this scalar is derived from the APQC process name, description, and the lens 'Enable service-delivery resources'. Delivering technical training involves heavy information transformation (instructional design, assessment, and record-keeping), but doing so across diverse environments like automotive, utilities, and healthcare often requires interpersonal instruction and hands-on demonstration, placing the work firmly in the hybrid band.
grounded in the economy graph · digital scalar 0.65 · hybrid
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Trigger: A technical skill gap is identified due to onboarding, new equipment rollout, or scheduled compliance requirements.
Outcome: Personnel demonstrate the required technical proficiency and their training records reflect successful completion.