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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

  • Repair farm buildings, fences, and other structures.

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

  • Clean work areas, and maintain grounds and landscaping.

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

  • Harvest fruits and vegetables by hand.

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

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

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

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

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

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

  • Set up and operate irrigation equipment.

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

  • Record information about plants and plant growth.

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

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

  • Maintain and repair irrigation and climate control systems.

  • Inform farmers or farm managers of crop progress.

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

  • Maintain inventory, ordering materials as required.

  • Inspect plants and bud ties to assess quality.

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

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

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

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

  • Sell and deliver plants and flowers to customers.

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

Technologies & Software

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

Alternative Job Titles