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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

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

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

  • Clean work areas, and maintain grounds and landscaping.

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

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

  • Record information about plants and plant growth.

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

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

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

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

  • Set up and operate irrigation equipment.

  • Inform farmers or farm managers of crop progress.

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

  • Maintain inventory, ordering materials as required.

  • Sell and deliver plants and flowers to customers.

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

  • Maintain and repair irrigation and climate control systems.

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

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

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

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

  • Harvest fruits and vegetables by hand.

  • Repair farm buildings, fences, and other structures.

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

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

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

  • Inspect plants and bud ties to assess quality.

Technologies & Software

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

Alternative Job Titles