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Automation Risk Analysis

Will “Pepper Picker” be Automated?

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AI Exposure Risk

46%

“Pepper 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%

“Pepper 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

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

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

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

  • Clean work areas, and maintain grounds and landscaping.

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

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

  • Harvest fruits and vegetables by hand.

  • Sell and deliver plants and flowers to customers.

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

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

  • Record information about plants and plant growth.

  • Repair farm buildings, fences, and other structures.

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

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

  • Set up and operate irrigation equipment.

  • 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.

  • 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 and repair irrigation and climate control systems.

  • Inform farmers or farm managers of crop progress.

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

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

  • Inspect plants and bud ties to assess quality.

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

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

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

Technologies & Software

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

Alternative Job Titles