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Automation Risk Analysis

Will “Grain Farmworker” be Automated?

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AI Exposure Risk

46%

“Grain Farmworker” 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 Farmworker” 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

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

  • Inspect plants and bud ties to assess quality.

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

  • Harvest fruits and vegetables by hand.

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

  • Maintain and repair irrigation and climate control systems.

  • Sell and deliver plants and flowers to customers.

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

  • Record information about plants and plant growth.

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

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

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

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

  • Maintain inventory, ordering materials as required.

  • 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.

  • Repair farm buildings, fences, and other structures.

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

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

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

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

  • Clean work areas, and maintain grounds and landscaping.

  • Inform farmers or farm managers of crop progress.

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

  • Set up and operate irrigation equipment.

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

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

Technologies & Software

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

Alternative Job Titles