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Automation Risk Analysis

Will “Pecan Picker” be Automated?

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AI Exposure Risk

46%

“Pecan 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%

“Pecan 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

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

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

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

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

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

  • Harvest fruits and vegetables by hand.

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

  • Sell and deliver plants and flowers to customers.

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

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

  • Repair farm buildings, fences, and other structures.

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

  • Set up and operate irrigation equipment.

  • 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.

  • Maintain inventory, ordering materials as required.

  • Clean work areas, and maintain grounds and landscaping.

  • Record information about plants and plant growth.

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

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

  • Inspect plants and bud ties to assess quality.

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

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

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

  • Maintain and repair irrigation and climate control systems.

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

  • Inform farmers or farm managers of crop progress.

Technologies & Software

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

Alternative Job Titles