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Automation Risk Analysis

Will “Grain Farmer” be Automated?

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AI Exposure Risk

46%

“Grain Farmer” 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%

“Grain Farmer” 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, rake, and screen soil, filling cold frames and hot beds in preparation for planting.

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

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

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

  • Clean work areas, and maintain grounds and landscaping.

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

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

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

  • Repair farm buildings, fences, and other structures.

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

  • Set up and operate irrigation equipment.

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

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

  • Inform farmers or farm managers of crop progress.

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

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

  • Maintain inventory, ordering materials as required.

  • Harvest fruits and vegetables by hand.

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

  • Maintain and repair irrigation and climate control systems.

  • Sell and deliver plants and flowers to customers.

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

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

  • Record information about plants and plant growth.

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

  • Inspect plants and bud ties to assess quality.

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

Technologies & Software

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

Alternative Job Titles