Occupation · 2026 assessment
Operator kruglochesalnoy mashiny is an occupation responsible for operation of an industrial process with control of operating conditions, quality and safety. The profile assesses automation of individual tasks rather than disappearance of the whole occupation.
A forecast estimate, not a guaranteed scenario.
Risk applies to individual tasks—not to a person or an entire occupation.
| Task | Risk |
|---|---|
| Executing operations through a standard workflow | 65% |
| Recognizing and classifying incoming data | 57% |
| Escalating non-standard cases to a responsible specialist | 28% |
| Setting up a standard production cycle | 58% |
| Visual quality control of serial production | 54% |
| Planning equipment utilization | 47% |
| Repeatable physical operations on a line | 54% |
| Diagnosing a non-standard equipment fault | 31% |
Task map
Each task is positioned by AI capability and the degree of human involvement still required.
United States · before tax
Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.
Practical next step
Do not restart from zero: carry your experience forward and add scarce skills.
Job search and transitions
Compare adjacent paths and open a current search for the selected occupation.
Skill fit 68% · risk 12%
Search jobs ↗Skill fit 70% · risk 14%
Search jobs ↗Skill fit 68% · risk 16%
Search jobs ↗Skill fit 52% · risk 13%
Search jobs ↗Skill fit 56% · risk 16%
Search jobs ↗Skill fit 64% · risk 12%
Search jobs ↗Updated: 2026-09-26 · Assessment confidence: Medium
Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.
A survey of more than 1,000 employers representing over 14 million workers across 55 economies.
Occupational, task, skill and work-context structure.