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Automation Risk Analysis

Will “Bean Picker” be Automated?

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AI Exposure Risk

46%

“Bean 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%

“Bean 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

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

  • Inform farmers or farm managers of crop progress.

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

  • Record information about plants and plant growth.

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

  • Set up and operate irrigation equipment.

  • Maintain and repair irrigation and climate control systems.

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

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

  • Harvest fruits and vegetables by hand.

  • Maintain inventory, ordering materials as required.

  • Sell and deliver plants and flowers to customers.

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

  • Clean work areas, and maintain grounds and landscaping.

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

  • Repair farm buildings, fences, and other structures.

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

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

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

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

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

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

  • Inspect plants and bud ties to assess quality.

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

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

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

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

Technologies & Software

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

Alternative Job Titles