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Automation Risk Analysis

Will “Grafter” be Automated?

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AI Exposure Risk

46%

“Grafter” 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%

“Grafter” 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

  • 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.

  • Clean work areas, and maintain grounds and landscaping.

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

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

  • Maintain and repair irrigation and climate control systems.

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

  • Sell and deliver plants and flowers to customers.

  • 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.

  • Inform farmers or farm managers of crop progress.

  • 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.

  • Harvest fruits and vegetables by hand.

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

  • Repair farm buildings, fences, and other structures.

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

  • Inspect plants and bud ties to assess quality.

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

  • Record information about plants and plant growth.

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

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

  • Set up and operate irrigation equipment.

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

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

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

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

Technologies & Software

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

Alternative Job Titles