Will agricultural equipment operators be replaced by AI?
Updated
Agricultural equipment operators score 12 of 100 for AI exposure. 96% of their task time still needs a person. AI speeds up the other 4%.
- 4% AI helps
- 96% Needs a person
Low exposure
Lower than 93% of the 923 occupations we scored.
Task by task
We graded 17 tasks, listed here from most to least exposed. AI can't do any of them end to end yet. It speeds up 1 and leaves 16 to people.
| Task | AI exposure |
|---|---|
| Weigh crop-filled containers, and record weights and other identifying information. Weighing is physical, but recording weights is easily automated. | 42% AI helps |
| Direct and monitor the activities of work crews engaged in planting, weeding, or harvesting activities. Leading and directing live crews requires people judgement. | 18% Needs a person |
| Adjust, repair, and service farm machinery and notify supervisors when machinery malfunctions. Hands-on repairs dominate, with AI only assisting diagnosis. | 16% Needs a person |
| Guide products on conveyors to regulate flow through machines, and to discard diseased or rotten products. Replaced 'manually' and restated the vision aid as an assist. | 14% Needs a person |
| Mix specified materials or chemicals, and dump solutions, powders, or seeds into planter or sprayer machinery. Physical mixing and loading of chemicals into machinery. | 13% Needs a person |
| Drive trucks to haul crops, supplies, tools, or farm workers. Driving trucks on farms; autonomy not yet practical. | 12% Needs a person |
| Load and unload crops or containers of materials, manually or using conveyors, handtrucks, forklifts, or transfer augers. Physical lifting and moving of crops and containers. | 11% Needs a person |
| Irrigate soil, using portable pipes or ditch systems, and maintain ditches or pipes and pumps. Moving pipes and maintaining ditches and pumps is physical. | 11% Needs a person |
| Operate or tend equipment used in agricultural production, such as tractors, combines, and irrigation equipment. Operating tractors and combines is hands-on machine work. | 10% Needs a person |
| Observe and listen to machinery operation to detect equipment malfunctions. Listening and sensing machine faults is hands-on sensory work. | 9% Needs a person |
Show the other 7 tasks
| Task | AI exposure |
|---|---|
| Operate towed machines such as seed drills or manure spreaders to plant, fertilize, dust, and spray crops. Driving towed planting and spreading machinery is physical. | 9% Needs a person |
| Load hoppers, containers, or conveyors to feed machines with products, using forklifts, transfer augers, suction gates, shovels, or pitchforks. Physical feeding of machines with forklifts and shovels. | 8% Needs a person |
| Manipulate controls to set, activate, and adjust mechanisms on machinery. Operating machine controls is physical and done in the cab. | 7% Needs a person |
| Spray fertilizer or pesticide solutions to control insects, fungus and weed growth, and diseases, using hand sprayers. Hand spraying is physical work outdoors on crops. | 6% Needs a person |
| Position boxes or attach bags at discharge ends of machinery to catch products, removing and closing full containers. Physical bagging and container swapping at machine outputs. | 4% Needs a person |
| Attach farm implements such as plows, discs, sprayers, or harvesters to tractors, using bolts and hand tools. Physically hitching implements to tractors with hand tools. | 3% Needs a person |
| Walk beside or ride on planting machines while inserting plants in planter mechanisms at specified intervals. Replaced 'manually' with 'with hands'. | 2% Needs a person |
How agricultural equipment operators compare
All occupations (923)
Farming, fishing and forestry (12)
Pay and outlook in the US
- Median pay
- $41,730 a year, May 2025
- People employed
- 28,500 in the US, May 2025
- Projected change in jobs
- +8.6% from 2024 to 2034
Skills to build
- Hitch implements to tractors with bolts and hand tools
- Repair and service farm machinery in the field
- Direct planting and harvest crews on site
- Hold a state commercial pesticide applicator license
- Check automated weight records in Farm Site Mate
Safer roles nearby
2 related occupations with lower scores.
Questions about agricultural equipment operators and AI
Will AI replace agricultural equipment operators?
Unlikely. About 1 in 10 working hours go to tasks AI can already do, mostly weighing crop-filled containers and recording the weights. Driving, hitching, repairs and crew direction stay with people because they need a person on the machine or in the field.
Which tasks is AI taking over for agricultural equipment operators?
Weighing crop-filled containers is the main one, with an exposure score of 42. Recording the weights and identifying details is easily automated, so software such as Farm Trac can log them without a person typing each entry. The physical weighing step still needs someone on site.
Which tasks stay with agricultural equipment operators?
Directing planting and harvest crews scores 18 on exposure and stays human because live crews need judgement. Repairing and servicing machinery scores 16, since hands-on repairs dominate. Hitching implements to tractors scores 3, because it is physical work done with hand tools.
How can agricultural equipment operators stay valuable?
Hold a state commercial pesticide applicator license and mix and load sprayers yourself. Keep machinery repair skills sharp, since diagnosing breakdowns in the field needs hands on the equipment. Learn Hay and Crop Manager well enough to check the records the software generates.
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