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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

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

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

  • Record information about plants and plant growth.

  • Set up and operate irrigation equipment.

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

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

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

  • Repair farm buildings, fences, and other structures.

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

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

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

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

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

  • Maintain inventory, ordering materials as required.

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

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

  • Sell and deliver plants and flowers to customers.

  • Harvest fruits and vegetables by hand.

  • Inspect plants and bud ties to assess quality.

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

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

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

  • Clean work areas, and maintain grounds and landscaping.

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

  • Maintain and repair irrigation and climate control systems.

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

  • Inform farmers or farm managers of crop progress.

Technologies & Software

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

Alternative Job Titles