How heating, air conditioning, and refrigeration mechanics and installers are reshaped as AGI capability advances.

Only about 15% of Heating, Air Conditioning, and Refrigeration Mechanics and Installers 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: Although this occupation utilizes IT and software tools (30 tools in segment 43, including building automation and diagnostic software), its core value-producing work is overwhelmingly hands-on. Top work activities include 'Performing General Physical Activities' (4.08) and 'Handling and Moving Objects' (4.01), while key work contexts require 'Wearing Common Protective or Safety Equipment' (4.60) and 'Using Your Hands to Handle, Control, or Feel Objects' (4.40). These strong signals define the work as hands-on mechanical labor, placing the role firmly in the physical band.
grounded in the economy graph · digital scalar 0.15 · physical
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
The work of Heating, Air Conditioning, and Refrigeration Mechanics and Installers engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Heating, Air Conditioning, and Refrigeration Mechanics and Installers 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.
Heating, Air Conditioning, and Refrigeration Mechanics and Installers performs 30 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.
+18 more via performs
Heating, Air Conditioning, and Refrigeration Mechanics and Installers is typically employed by 199 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.
+187 more via typicallyEmploys
Heating, Air Conditioning, and Refrigeration Mechanics and Installers is employed across 165 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
+153 more via employs
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Heating, Air Conditioning, and Refrigeration Mechanics and Installers uses 256 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.
+244 more via usesTool
Heating, Air Conditioning, and Refrigeration Mechanics and Installers relies on 34 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.
+22 more via uses
The software Heating, Air Conditioning, and Refrigeration Mechanics and Installers 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.
+12 more problems on the graph
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