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Automation Risk Analysis

Will “Apple Picker” be Automated?

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AI Exposure Risk

46%

“Apple Picker” 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%

“Apple Picker” 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

  • Clean work areas, and maintain grounds and landscaping.

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

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

  • Maintain inventory, ordering materials as required.

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

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

  • Repair farm buildings, fences, and other structures.

  • Inspect plants and bud ties to assess quality.

  • Sell and deliver plants and flowers to customers.

  • Set up and operate irrigation equipment.

  • 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.

  • Maintain and repair irrigation and climate control systems.

  • Inform farmers or farm managers of crop progress.

  • Harvest fruits and vegetables by hand.

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

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

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

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

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

  • Record information about plants and plant growth.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles