How materials scientists are reshaped as AGI capability advances.

Roughly 75% of the work in Materials Scientists 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: All 30 reported tools fall into UNSPSC segment 43 (IT/software, prior 0.85), driving a strong digital signal. This is reinforced by top work activities like 'Processing Information' (4.38), 'Analyzing Data' (4.38), and 'Working with Computers' (4.19). However, the prominent requirement to 'Wear Common Protective or Safety Equipment' (4.29) indicates concurrent hands-on physical lab work, keeping the score from reaching a pure 1.0.
grounded in the economy graph · digital scalar 0.75 · digital
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
The work of Materials Scientists engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Materials Scientists 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.
Materials Scientists 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
Materials Scientists is typically employed by 32 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.
+20 more via typicallyEmploys
Materials Scientists is employed across 45 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
+33 more via employs
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Materials Scientists uses 137 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.
+125 more via usesTool
Materials Scientists relies on 46 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.
+34 more via uses
The software Materials Scientists 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.
+23 more problems on the graph
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