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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

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

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

  • Sell and deliver plants and flowers to customers.

  • 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.

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

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

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

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

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

  • Harvest fruits and vegetables by hand.

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

  • Maintain and repair irrigation and climate control systems.

  • Maintain inventory, ordering materials as required.

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

  • Record information about plants and plant growth.

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

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

  • Clean work areas, and maintain grounds and landscaping.

  • Inform farmers or farm managers of crop progress.

  • 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.

  • Inspect plants and bud ties to assess quality.

  • Repair farm buildings, fences, and other structures.

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

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

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

Technologies & Software

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

Alternative Job Titles