How nuclear technicians are reshaped as AGI capability advances.

About 50% of the work in Nuclear Technicians is information-shaped and increasingly AI-deliverable, with the rest a hybrid of judgment and hands-on work. The automation frontier runs straight through the middle of this role.
Why: The role demonstrates a near-equal split between physical and digital tasks. The toolset is overwhelmingly digital (26 tools in segment 43 IT/software, including SCADA and monitoring systems), and high-importance activities include 'Documenting/Recording Information' (4.52). However, Work Context attributes like 'Wear Common Protective or Safety Equipment' (4.78) and 'Exposed to Radiation' (4.69), alongside activities like 'Inspecting Equipment' (4.59), firmly ground the work in hazardous physical environments.
grounded in the economy graph · digital scalar 0.50 · hybrid
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
The work of Nuclear Technicians engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Nuclear Technicians 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.
Nuclear Technicians performs 32 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.
+20 more via performs
Nuclear Technicians is typically employed by 34 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.
+22 more via typicallyEmploys
Nuclear Technicians is employed across 21 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
+9 more via employs
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Nuclear Technicians uses 68 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.
+56 more via usesTool
Nuclear Technicians relies on 29 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.
+17 more via uses
The software Nuclear Technicians reaches for already exposes 12 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.
+3 more problems on the graph
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