How administer certificate issue and maintenance are reshaped as AGI capability advances.

Roughly 85% of the work in Administer certificate issue and maintenance is information-shaped — already within reach of AI delivery. The question here is not whether it shifts, but which tasks go first and who staffs the residual.
Why: The process description focuses entirely on administrative information processing—verifying candidate qualifications and issuing certificates. Coupled with the HR/administrative lens ('Manage employee on-boarding, development, and training'), the work is inherently digital and software-addressable, despite lacking specific seeded child occupations.
grounded in the economy graph · digital scalar 0.85 · digital
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Trigger: A candidate successfully meets all experience qualifications and passes the required tests for a specific certification.
Outcome: A valid certificate is issued and recorded, and a maintenance schedule for renewal or continuing education is established.