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Automation Risk Analysis

Will “Dryland Farmer” be Automated?

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AI Exposure Risk

46%

“Dryland Farmer” 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%

“Dryland Farmer” 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

  • Inform farmers or farm managers of crop progress.

  • Record information about plants and plant growth.

  • Maintain and repair irrigation and climate control systems.

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

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

  • Harvest fruits and vegetables by hand.

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

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

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

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

  • Inspect plants and bud ties to assess quality.

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

  • Set up and operate irrigation equipment.

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

  • Repair farm buildings, fences, and other structures.

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

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

  • Clean work areas, and maintain grounds and landscaping.

  • Sell and deliver plants and flowers to customers.

  • Maintain inventory, ordering materials as required.

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles