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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

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

  • Inform farmers or farm managers of crop progress.

  • Record information about plants and plant growth.

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

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

  • Maintain and repair irrigation and climate control systems.

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

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

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

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

  • Inspect plants and bud ties to assess quality.

  • Sell and deliver plants and flowers to customers.

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

  • Set up and operate irrigation equipment.

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

  • 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.

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

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

  • Clean work areas, and maintain grounds and landscaping.

  • Repair farm buildings, fences, and other structures.

  • Maintain inventory, ordering materials as required.

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

  • 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.

  • Harvest fruits and vegetables by hand.

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

Technologies & Software

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

Alternative Job Titles