How administer certification tests are reshaped as AGI capability advances.

Roughly 80% of the work in Administer certification tests 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: With no child occupations seeded, the scalar is derived from the PCF top-level category lens 'Manage employee on-boarding, development, and training' and the description 'Providing tests to the workforce'. Administering certification testing is an HR and administrative function focused on information distribution, tracking, and grading—tasks typically handled via digital Learning Management Systems, placing this process squarely in the digital band.
grounded in the economy graph · digital scalar 0.80 · digital
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Trigger: An employee completes prerequisite training or reaches a compliance milestone requiring certification.
Outcome: The test is graded, results are recorded in the learning management system, and the corresponding certification is issued to passing candidates.