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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

  • Set up and operate irrigation equipment.

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

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

  • Maintain inventory, ordering materials as required.

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

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

  • Inspect plants and bud ties to assess quality.

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

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

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

  • Inform farmers or farm managers of crop progress.

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

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

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

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

  • Maintain and repair irrigation and climate control systems.

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

  • Repair farm buildings, fences, and other structures.

  • Harvest fruits and vegetables by hand.

  • Sell and deliver plants and flowers to customers.

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

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

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

  • Record information about plants and plant growth.

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

  • 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.

Technologies & Software

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

Alternative Job Titles