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Automation Risk Analysis

Will “Vegetable Loader” be Automated?

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AI Exposure Risk

46%

“Vegetable Loader” 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%

“Vegetable Loader” 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

  • 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.

  • Repair farm buildings, fences, and other structures.

  • Record information about plants and plant growth.

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

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

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

  • Harvest fruits and vegetables by hand.

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

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

  • 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.

  • Set up and operate irrigation equipment.

  • Maintain inventory, ordering materials as required.

  • Inspect plants and bud ties to assess quality.

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

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

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

  • Inform farmers or farm managers of crop progress.

  • Clean work areas, and maintain grounds and landscaping.

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles