How manage examinations and certifications are reshaped as AGI capability advances.

About 65% of the work in Manage examinations and certifications 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 child occupations populated, scoring relies on the PCF lens 'Manage employee on-boarding, development, and training' (a Human Capital process typically anchored in the 0.4–0.7 hybrid range). The process description—managing training programs, administering certification tests, and maintaining active certifications—indicates a blend of interpersonal industry engagement and digital administrative record-keeping, supporting a high-hybrid scalar of 0.65.
grounded in the economy graph · digital scalar 0.65 · hybrid
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Trigger: An employee completes a prerequisite training program or reaches a role milestone requiring specific certification.
Outcome: The employee successfully passes the examination and holds an active, verified certification on record.