How continuous mining machine operators are reshaped as AGI capability advances.

Only about 10% of Continuous Mining Machine Operators is information work today — the rest is physical, and moves slowly. The exposure is concentrated in the back office: the books, the paperwork, the scheduling, the marketing.
Why: While the occupation uses some segment 43 software tools for fleet monitoring and reporting, the core value-producing work is intensely physical. Top work activities like 'Controlling Machines and Processes' (4.35) and 'Operating Vehicles, Mechanized Devices, or Equipment' (4.15), combined with extreme work contexts such as 'Exposed to Contaminants' (5.00) and 'Exposed to Hazardous Equipment' (4.76), place this firmly in the physical band.
grounded in the economy graph · digital scalar 0.10 · physical
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
The work of Continuous Mining Machine Operators engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Continuous Mining Machine Operators involves 41 work activities — the generalized motions beneath the role, each scored against the AI-deliverability frontier.
+29 more via involvesActivity
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
Continuous Mining Machine Operators performs 15 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.
+3 more via performs
Continuous Mining Machine Operators is employed across 10 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Continuous Mining Machine Operators uses 24 tools today. As each gains an agent-consumable surface (API / MCP / SDK), the human UI stops being the only way in — and the work routes straight to an agent.
+12 more via usesTool
Continuous Mining Machine Operators relies on 15 products. The headless dimension of each — whether an agent can call it without a screen — is what decides how much of this work goes hands-free.
+3 more via uses
The software Continuous Mining Machine Operators reaches for already exposes 8 agent-callable actions (via uses → exposedBy) — typed surfaces an agent invokes directly, no human screen in the loop. The work routes to the API, not the UI.
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
+9 more problems on the graph
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