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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

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

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

  • Maintain inventory, ordering materials as required.

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

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

  • Clean work areas, and maintain grounds and landscaping.

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

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

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

  • 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.

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

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

  • Set up and operate irrigation equipment.

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

  • Maintain and repair irrigation and climate control systems.

  • Inspect plants and bud ties to assess quality.

  • Inform farmers or farm managers of crop progress.

  • Sell and deliver plants and flowers to customers.

  • Repair farm buildings, fences, and other structures.

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

  • Record information about plants and plant growth.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles