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Automation Risk Analysis

Will “Grubber” be Automated?

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AI Exposure Risk

46%

“Grubber” 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%

“Grubber” 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

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

  • 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.

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

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

  • Sell and deliver plants and flowers to customers.

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

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

  • Maintain inventory, ordering materials as required.

  • Repair farm buildings, fences, and other structures.

  • Harvest fruits and vegetables by hand.

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

  • Record information about plants and plant growth.

  • Maintain and repair irrigation and climate control systems.

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

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

  • Set up and operate irrigation equipment.

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

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

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

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

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

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

  • 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.

  • Inform farmers or farm managers of crop progress.

Technologies & Software

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

Alternative Job Titles