How manage non-conformance are reshaped as AGI capability advances.

Roughly 80% of the work in Manage non-conformance 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 relies on the APQC lens 'Manage enterprise quality' and the process description of assessing impact, identifying root causes, and taking corrective action. Managing non-conformance (CAPA) is heavily analytical knowledge work centered on documentation, process updates, and quality management systems (QMS), placing it squarely in the digital band.
grounded in the economy graph · digital scalar 0.80 · digital
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Trigger: A defect, audit finding, customer complaint, or process deviation is identified and logged into the quality management system.
Outcome: The root cause is addressed through verified corrective actions, restoring compliance and preventing future occurrences.