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Automation Risk Analysis

Will “Nut Sheller” be Automated?

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AI Exposure Risk

46%

“Nut Sheller” 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%

“Nut Sheller” 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

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

  • Set up and operate irrigation equipment.

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

  • Repair farm buildings, fences, and other structures.

  • Inspect plants and bud ties to assess quality.

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

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

  • Inform farmers or farm managers of crop progress.

  • Clean work areas, and maintain grounds and landscaping.

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

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

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

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

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

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

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

  • Maintain and repair irrigation and climate control systems.

  • Harvest fruits and vegetables by hand.

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

  • Sell and deliver plants and flowers to customers.

  • 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.

  • Record information about plants and plant growth.

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

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

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

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

Technologies & Software

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

Alternative Job Titles