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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Agricultural Equipment Operators?

Lower risk

Baseline AI displacement risk for Agricultural Equipment Operators, aggregated from 5 research sources.

What this score means

Agricultural Equipment Operators is among the least exposed roles in Agriculture. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 18 out of 100 it sits close to the Agriculture average of 19. Across the 5 sources behind this baseline, individual estimates run from 5 to 50, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Agricultural Equipment Operators, most central first, showing 12 of 17.

  • 01Load and unload crops or containers of materials, manually or using conveyors, handtrucks, forklifts, or transfer augers.
  • 02Mix specified materials or chemicals, and dump solutions, powders, or seeds into planter or sprayer machinery.
  • 03Spray fertilizer or pesticide solutions to control insects, fungus and weed growth, and diseases, using hand sprayers.
  • 04Observe and listen to machinery operation to detect equipment malfunctions.
  • 05Manipulate controls to set, activate, and adjust mechanisms on machinery.
  • 06Operate or tend equipment used in agricultural production, such as tractors, combines, and irrigation equipment.
  • 07Adjust, repair, and service farm machinery and notify supervisors when machinery malfunctions.
  • 08Attach farm implements such as plows, discs, sprayers, or harvesters to tractors, using bolts and hand tools.
  • 09Load hoppers, containers, or conveyors to feed machines with products, using forklifts, transfer augers, suction gates, shovels, or pitchforks.
  • 10Direct and monitor the activities of work crews engaged in planting, weeding, or harvesting activities.
  • 11Operate towed machines such as seed drills or manure spreaders to plant, fertilize, dust, and spray crops.
  • 12Weigh crop-filled containers, and record weights and other identifying information.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 5 research sources that scored Agricultural Equipment Operators for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace Agricultural Equipment Operators?
Published research puts Agricultural Equipment Operators at 18 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Agricultural Equipment Operators?
Only partly. Individual estimates for Agricultural Equipment Operators run from 5 to 50 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which agriculture roles face similar AI exposure?
The closest published agriculture roles to Agricultural Equipment Operators by score are Farmworkers, Farm, Ranch, and Aquacultural Animals (18/100), First-Line Supervisors of Farming, Fishing, and Forestry Workers (18/100), and Logging Equipment Operators (19/100). Each has its own page with the research behind its number.

Also covers

Agricultural Equipment Operator (Ag Equipment Operator) · Agricultural Farm Equipment Operator · Agricultural Plow Operator · Agriculture Equipment Operator · Baler · Baler Operator · Bean Picker Machine Operator · Berry Picker Machine Operator and related titles

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.