Occupation · 2026 assessment
The Dairy cattle farming Automation Engineer role combines repeatable operations with decisions that require professional context. The index measures task exposure to AI, software automation and robotics—not the probability that the occupation disappears.
A forecast estimate, not a guaranteed scenario.
Risk applies to individual tasks—not to a person or an entire occupation.
| Task | Risk |
|---|---|
| Monitoring sensors, fields and crop condition | 27% |
| Calculating irrigation, nutrition and treatment | 32% |
| Sorting produce by visual characteristics | 30% |
| Operating machinery on a standard route | 40% |
| Diagnosing problems directly in the field | 19% |
| Decisions involving weather and living systems | 5% |
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 70% · risk 18%
Search jobs ↗Skill fit 87% · risk 19%
Search jobs ↗Skill fit 64% · risk 25%
Search jobs ↗Skill fit 64% · risk 12%
Search jobs ↗Skill fit 64% · risk 16%
Search jobs ↗Skill fit 58% · risk 17%
Search jobs ↗Updated: 2026-09-25 · 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.