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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

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

  • Harvest fruits and vegetables by hand.

  • Inspect plants and bud ties to assess quality.

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

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

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

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

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

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

  • Sell and deliver plants and flowers to customers.

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

  • Inform farmers or farm managers of crop progress.

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

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

  • Record information about plants and plant growth.

  • Repair farm buildings, fences, and other structures.

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

  • Maintain and repair irrigation and climate control systems.

  • Clean work areas, and maintain grounds and landscaping.

  • Set up and operate irrigation equipment.

  • Maintain inventory, ordering materials as required.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles