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Automation Risk Analysis

Will “Pecan Gatherer” be Automated?

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AI Exposure Risk

46%

“Pecan Gatherer” 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 Gatherer” 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

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

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

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

  • Repair farm buildings, fences, and other structures.

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

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

  • Inspect plants and bud ties to assess quality.

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

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

  • Set up and operate irrigation equipment.

  • Sell and deliver plants and flowers to customers.

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

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

  • Inform farmers or farm managers of crop progress.

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

  • Clean work areas, and maintain grounds and landscaping.

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

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

  • 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.

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

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

  • Harvest fruits and vegetables by hand.

  • Maintain inventory, ordering materials as required.

  • Record information about plants and plant growth.

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

  • Maintain and repair irrigation and climate control systems.

Technologies & Software

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

Alternative Job Titles