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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

  • Clean work areas, and maintain grounds and landscaping.

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

  • Maintain and repair irrigation and climate control systems.

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

  • Set up and operate irrigation equipment.

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

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

  • Sell and deliver plants and flowers to customers.

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

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

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

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

  • Inspect plants and bud ties to assess quality.

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

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

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

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

  • Inform farmers or farm managers of crop progress.

  • 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 plants and plant growth.

  • Maintain inventory, ordering materials as required.

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

  • Repair farm buildings, fences, and other structures.

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

  • Harvest fruits and vegetables by hand.

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

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

Technologies & Software

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

Alternative Job Titles