How laborers and freight, stock, and material movers, hand are reshaped as AGI capability advances.

Only about 10% of Laborers and Freight, Stock, and Material Movers, Hand 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: Weighing the intensely physical Work Context attributes ('Spend Time Using Your Hands' at 4.51, 'Exposed to Contaminants' at 4.50, and 'Outdoors' at 4.30) alongside Work Activities like 'Handling and Moving Objects' (3.94) and 'Performing General Physical Activities' (3.90). While the tools distribution includes 23 IT/software tools (Segment 43) for inventory tracking, the core value-producing work is entirely manual material movement.
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 Laborers and Freight, Stock, and Material Movers, Hand engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Laborers and Freight, Stock, and Material Movers, Hand 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.
Laborers and Freight, Stock, and Material Movers, Hand performs 27 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.
+15 more via performs
Laborers and Freight, Stock, and Material Movers, Hand is typically employed by 636 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.
+624 more via typicallyEmploys
Laborers and Freight, Stock, and Material Movers, Hand is employed across 339 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
+327 more via employs
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Laborers and Freight, Stock, and Material Movers, Hand uses 58 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.
+46 more via usesTool
Laborers and Freight, Stock, and Material Movers, Hand relies on 25 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.
+13 more via uses
The software Laborers and Freight, Stock, and Material Movers, Hand 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.