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Automation Risk Analysis

Will “General Farm Worker” be Automated?

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AI Exposure Risk

46%

“General Farm Worker” 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%

“General Farm Worker” 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.

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

  • Record information about plants and plant growth.

  • Repair farm buildings, fences, and other structures.

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

  • Maintain and repair irrigation and climate control systems.

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

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

  • Maintain inventory, ordering materials as required.

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

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

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

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

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

  • Sell and deliver plants and flowers to customers.

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

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

  • Clean work areas, and maintain grounds and landscaping.

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

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

  • Harvest fruits and vegetables by hand.

  • Inform farmers or farm managers of crop progress.

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

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

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

  • Set up and operate irrigation equipment.

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

Technologies & Software

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

Alternative Job Titles