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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

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

  • Maintain inventory, ordering materials as required.

  • Harvest fruits and vegetables by hand.

  • 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.

  • Sell and deliver plants and flowers to customers.

  • Inspect plants and bud ties to assess quality.

  • Inform farmers or farm managers of crop progress.

  • Set up and operate irrigation equipment.

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

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

  • Repair farm buildings, fences, and other structures.

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

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

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

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

  • Maintain and repair irrigation and climate control systems.

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

  • Clean work areas, and maintain grounds and landscaping.

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

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

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

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

  • Record information about plants and plant growth.

  • 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 crops, such as pesticide use, yields, or costs.

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

Technologies & Software

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

Alternative Job Titles