How calculate direct costs are reshaped as AGI capability advances.

Roughly 85% of the work in Calculate direct costs 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: Without seeded child occupations, the scalar is derived entirely from the process name 'Calculate direct costs.' Calculating financial metrics and direct expenses is a pure information-transformation task that relies on ERP software, data analysis, and mathematical computation, placing it firmly in the digital band alongside accounting and financial management work.
grounded in the economy graph · digital scalar 0.85 · digital
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Calculate direct costs sits inside a larger value-flow — 1 parent structure it composes into. The hierarchy is grounding, not the story: it tells you which aggregate exposure Calculate direct costs inherits.
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Trigger: A manufacturing work order is closed out or a designated production period concludes.
Outcome: All direct material, labor, and subcontractor expenses tied to the production unit are quantified and posted to the appropriate cost objects.