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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

  • Inspect plants and bud ties to assess quality.

  • Record information about plants and plant growth.

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

  • Maintain inventory, ordering materials as required.

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

  • Repair farm buildings, fences, and other structures.

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

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

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

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

  • Inform farmers or farm managers of crop progress.

  • Clean work areas, and maintain grounds and landscaping.

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

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

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

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

  • 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.

  • Harvest fruits and vegetables by hand.

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

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

  • Set up and operate irrigation equipment.

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

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

  • Sell and deliver plants and flowers to customers.

  • Maintain and repair irrigation and climate control systems.

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

Technologies & Software

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

Alternative Job Titles