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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

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

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

  • Maintain and repair irrigation and climate control systems.

  • Record information about plants and plant growth.

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

  • Set up and operate irrigation equipment.

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

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

  • Maintain inventory, ordering materials as required.

  • Clean work areas, and maintain grounds and landscaping.

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

  • Harvest fruits and vegetables by hand.

  • Repair farm buildings, fences, and other structures.

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

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

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

  • Inform farmers or farm managers of crop progress.

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

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

  • 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.

  • Inspect plants and bud ties to assess quality.

  • Sell and deliver plants and flowers to customers.

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

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

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

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

Technologies & Software

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

Alternative Job Titles