How microbiologists are reshaped as AGI capability advances.

About 65% of the work in Microbiologists 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 tool distribution sits entirely in UNSPSC segment 43 (30 tools, prior 0.85), reflecting heavy reliance on software like LIMS and image analysis tools. Top work activities such as 'Working with Computers' (4.36) and 'Analyzing Data or Information' (4.32) strongly push the scalar up toward digital. However, work context attributes like 'Wear Common Protective or Safety Equipment' (4.73) and 'Exposed to Disease or Infections' (4.05) confirm a necessary physical presence at the laboratory bench, placing this occupation in the high-hybrid band.
grounded in the economy graph · digital scalar 0.65 · hybrid
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
The work of Microbiologists engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Microbiologists 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.
Microbiologists performs 14 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.
+2 more via performs
Microbiologists is typically employed by 21 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.
+9 more via typicallyEmploys
Microbiologists is employed across 40 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
+28 more via employs
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Microbiologists uses 147 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.
+135 more via usesTool
Microbiologists relies on 49 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.
+37 more via uses
The software Microbiologists 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.
No articles yet for this entity.
No capability events for this entity yet.