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Automation Risk Analysis

Will “Tractor Operator” be Automated?

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AI Exposure Risk

46%

“Tractor Operator” will probably not be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 46% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

56%

“Tractor Operator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 56% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Farmworkers and Laborers, Crop, Nursery, and Greenhouse, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Manually plant, cultivate, and harvest vegetables, fruits, nuts, horticultural specialties, and field crops. Use hand tools, such as shovels, trowels, hoes, tampers, pruning hooks, shears, and knives. Duties may include tilling soil and applying fertilizers; transplanting, weeding, thinning, or pruning crops; applying pesticides; or cleaning, grading, sorting, packing, and loading harvested products. May construct trellises, repair fences and farm buildings, or participate in irrigation activities.

Avg. Annual Salary $37,850
Avg. Hourly Wage $18.20
Available Jobs (US) 261,690
Job Title & Hierarchy Code (SOC) Farmworkers and Laborers, Crop, Nursery, and Greenhouse #45-2092
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Farmworkers and Laborers, Crop, Nursery, and Greenhouse”

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Core Skills & Abilities

  • Harvest fruits and vegetables by hand.

  • Regulate greenhouse conditions, and indoor and outdoor irrigation systems.

  • Record information about plants and plant growth.

  • Maintain inventory, ordering materials as required.

  • Inform farmers or farm managers of crop progress.

  • Direct and monitor the work of casual and seasonal help during planting and harvesting.

  • Repair and maintain farm vehicles, implements, and mechanical equipment.

  • Provide information and advice to the public regarding the selection, purchase, and care of products.

  • Harvest plants, and transplant or pot and label them.

  • Haul and spread topsoil, fertilizer, peat moss, and other materials to condition soil, using wheelbarrows or carts and shovels.

  • Set up and operate irrigation equipment.

  • Sell and deliver plants and flowers to customers.

  • Operate tractors, tractor-drawn machinery, and self-propelled machinery to plow, harrow and fertilize soil, or to plant, cultivate, spray and harvest crops.

  • Load agricultural products into trucks, and drive trucks to market or storage facilities.

  • Identify plants, pests, and weeds to determine the selection and application of pesticides and fertilizers.

  • Inspect plants and bud ties to assess quality.

  • Dig, cut, and transplant seedlings, cuttings, trees, and shrubs.

  • Plant, spray, weed, fertilize, water, and prune plants, shrubs, and trees, using gardening tools.

  • Dig, rake, and screen soil, filling cold frames and hot beds in preparation for planting.

  • Clean work areas, and maintain grounds and landscaping.

  • Tie and bunch flowers, plants, shrubs, and trees, wrap their roots, and pack them into boxes to fill orders.

  • Maintain and repair irrigation and climate control systems.

  • Feel plants' leaves and note their coloring to detect the presence of insects or disease.

  • Move containerized shrubs, plants, and trees, using wheelbarrows or tractors.

  • Record information about crops, such as pesticide use, yields, or costs.

  • Participate in the inspection, grading, sorting, storage, and post-harvest treatment of crops.

  • Repair farm buildings, fences, and other structures.

Technologies & Software

  • Climate FieldView
  • Web browser software
  • Taranis AI
  • Microsoft Office software
  • John Deere AI
  • IBM Lotus Notes
  • Microsoft Outlook
  • Blue River Technology AI
  • Microsoft Excel
  • Farm Works Software Trac
  • BCL Landview Systems WinCrop
  • Microsoft PowerPoint
  • Global positioning system GPS software
  • Microsoft Word
  • Bow saws
  • Tractors
  • Detasselers
  • Grass shears
  • Carbon dioxide systems
  • Soybean harvesters
  • Battery booster cables
  • Budding knives
  • Fertilizer injectors
  • Garden hoes
  • Transplanters
  • Humidity systems
  • Garden spades
  • Siphon proportioners
  • Pick axes
  • Power saws
  • Indoor/outdoor thermometers
  • Anvil pruners
  • Measuring wheels
  • Forklifts
  • Pruning shears
  • Geodetic ground global positioning system GPS receivers
  • Sledgehammers
  • Handtrucks
  • Seed drills
  • String trimmers
  • Garden bow rakes
  • Hanging spring scales
  • Soil augers
  • Compressed air sprayers
  • Humidifiers
  • Drafting compasses
  • Tie tape machines
  • Mulch spreaders
  • Tree diameter tapes
  • Loppers
  • Measuring rules
  • Rotary tillers
  • Desktop computers
  • Bench grafting knives
  • Knife sharpeners
  • Portable generators
  • Portable electric drills
  • Round point shovels
  • Hand tallies
  • Digital calipers
  • Hatchets
  • Tree scale sticks
  • Hoes
  • Multipurpose tractors
  • Field watering systems
  • Mole grips
  • Corn pickers
  • Safety goggles
  • Reel mowers
  • Hose-end sprayers
  • Bed rollers
  • Grafting knives
  • Dust masks
  • Hand trucks
  • Feed conveyors
  • Drop spreaders
  • Oscillating sprinklers
  • Utility knives
  • Threshers
  • Cargo trucks
  • Haybines
  • Fruit pruners
  • Battery power testers
  • Arborist saws
  • Wrecking bars
  • Portable battery chargers
  • Power blowers
  • Drip emitters
  • Compass saws
  • Tree feeding augers
  • Putty knives
  • Vertical mowers
  • Hay rakes
  • Straight screwdrivers
  • Phillips head screwdrivers
  • Garden cultivators
  • Chain saws
  • Bed formers
  • Microtip snips
  • Screen separators
  • Sharpening stones
  • Pruning saws
  • Power hedge trimmers
  • Grain trucks
  • Mattocks
  • Leaf rakes
  • Rubber mallets
  • Spray suits
  • Nail hammers
  • Seed tumblers
  • Hand drills
  • Respirators
  • Tractor-trailers
  • Pickup trucks
  • Square point shovels
  • Grease guns
  • Sand spreaders
  • Pipe trailers
  • Drum rollers
  • Allen wrenches
  • Pressure washers
  • Paint application sprayers
  • Long arm pruners
  • Pole pruners
  • Pesticide sprayers
  • Greenhouse ventilation systems
  • Air compressors
  • Field forklifts
  • Hydromulchers
  • Digital levels
  • Crop planters
  • Wheelbarrows
  • Claw hammers
  • Tube cutters
  • Power drills
  • Open end wrenches
  • Hacksaws
  • Paint application brushes
  • Slotted screwdrivers
  • Soil sampling tubes
  • All terrain vehicles ATV
  • Pruning sticks
  • Adjustable hand wrenches
  • Houseplant shears
  • Soil thermometers
  • Trowels
  • Pruning knives
  • Chain saw sharpeners
  • Hook-and-blade pruners
  • Tree marking guns
  • Measuring tapes
  • Stake drivers
  • Bulb planters
  • Soil moisture meters
  • Fertilizer spreaders
  • Transplanting trowels
  • Increment borers
  • Staple guns
  • Houseplant snips
  • Laptop computers
  • Root pruning scissors
  • Hedge shears
  • Tree calipers
  • Dump trucks
  • Rotary spreaders
  • Rose budding knives
  • Soil pH meters
  • Planting augers
  • Thorn strippers
  • Greenhouse irrigation systems
  • Funnels
  • Garden hand seeders
  • Rotary mowers
  • Seed dryers
  • Tree planting bars
  • Handheld calculators
  • Socket wrench sets
  • Fruit budding knives
  • Canister gas masks
  • Hay balers
  • Floral snips
  • Impulse sprinklers
  • Soil cultivators
  • Post hole diggers
  • Garden spading forks
  • Plows
  • Garden dusters
  • Shovels
  • Wood chisels
  • Disk tillage equipment
  • Hand held sprayers
  • Combine harvesters
  • Adjustable widemouth pliers
  • Step ladders

Alternative Job Titles