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Automation Risk Analysis

Will “Grain Combiner” be Automated?

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AI Exposure Risk

50%

“Grain Combiner” 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 50% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Grain Combiner” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 51% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Agricultural Equipment Operators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Drive and control equipment to support agricultural activities such as tilling soil; planting, cultivating, and harvesting crops; feeding and herding livestock; or removing animal waste. May perform tasks such as crop baling or hay bucking. May operate stationary equipment to perform post-harvest tasks such as husking, shelling, threshing, and ginning.

Avg. Annual Salary $43,920
Avg. Hourly Wage $21.12
Available Jobs (US) 30,940
Job Title & Hierarchy Code (SOC) Agricultural Equipment Operators #45-2091
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Agricultural Equipment Operators”

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Related Occupations & Automation Risk

Agricultural Inspectors

AI Risk 53%
Robot Risk 48%

First-Line Supervisors of Farming, Fishing, and Forestry Workers

AI Risk 53%
Robot Risk 54%

Log Graders and Scalers

AI Risk 53%
Robot Risk 55%

Farmworkers, Farm, Ranch, and Aquacultural Animals

AI Risk 52%
Robot Risk 51%

Forest and Conservation Workers

AI Risk 51%
Robot Risk 51%

Graders and Sorters, Agricultural Products

AI Risk 49%
Robot Risk 55%

Core Skills & Abilities

  • Position boxes or attach bags at discharge ends of machinery to catch products, removing and closing full containers.

  • Attach farm implements such as plows, discs, sprayers, or harvesters to tractors, using bolts and hand tools.

  • Manipulate controls to set, activate, and adjust mechanisms on machinery.

  • Irrigate soil, using portable pipes or ditch systems, and maintain ditches or pipes and pumps.

  • Direct and monitor the activities of work crews engaged in planting, weeding, or harvesting activities.

  • Operate towed machines such as seed drills or manure spreaders to plant, fertilize, dust, and spray crops.

  • Observe and listen to machinery operation to detect equipment malfunctions.

  • Spray fertilizer or pesticide solutions to control insects, fungus and weed growth, and diseases, using hand sprayers.

  • Adjust, repair, and service farm machinery and notify supervisors when machinery malfunctions.

  • Walk beside or ride on planting machines while inserting plants in planter mechanisms at specified intervals.

  • Guide products on conveyors to regulate flow through machines, and to discard diseased or rotten products.

  • Operate or tend equipment used in agricultural production, such as tractors, combines, and irrigation equipment.

  • Load and unload crops or containers of materials, manually or using conveyors, handtrucks, forklifts, or transfer augers.

  • Weigh crop-filled containers, and record weights and other identifying information.

  • Drive trucks to haul crops, supplies, tools, or farm workers.

  • Load hoppers, containers, or conveyors to feed machines with products, using forklifts, transfer augers, suction gates, shovels, or pitchforks.

  • Mix specified materials or chemicals, and dump solutions, powders, or seeds into planter or sprayer machinery.

Technologies & Software

  • Microsoft Access
  • Microsoft PowerPoint
  • Blue River Technology AI
  • John Deere AI
  • Martens Farms Farm Trac
  • Martens Farms Farm Site Mate
  • Microsoft Excel
  • Farm Management Software Hay and Crop Manager
  • Climate FieldView
  • Taranis AI
  • Air seeders
  • Feed grinders
  • Air drill seeders
  • Chisel plows
  • Windrow inverters
  • Silage baggers
  • Land rollers
  • Land planes
  • Harrow baskets
  • Hay bale shredders
  • Flotation sprayers
  • Chisel disks
  • Lime spreaders
  • Min-till cultivators
  • Fertilizer blenders
  • Combine headers
  • Mower conditioners
  • Silage distributors
  • Garlic harvesters
  • Hammermills
  • Grain pumps
  • Liquid ferilizer applicators
  • Hay bale conveyors
  • Compact tractors
  • Threshers
  • 3-point sprayers
  • Continuous flow grain dryers
  • Manure augers
  • Manure storage tanks
  • Roller packers
  • Forklifts
  • Flat-ended shovels
  • Grain augers
  • Bedding hippers
  • Min-till planters
  • Chaff spreaders
  • Field rollers
  • Feed mixer wagons
  • Skid steer post pullers
  • Combine draper headers
  • All terrain vehicle ATV post hole diggers
  • Coulter disks
  • Manure spreaders
  • Cargo trucks
  • Hay tedders
  • Rotary hay rakes
  • Skid steer post drivers
  • Straw and chaff spreaders
  • Pasture renovators
  • Grass seeders
  • Soybean combine harvesters
  • Combine header transports
  • Silage wrappers
  • Manure injection systems
  • Backhoes
  • Peanut dump carts
  • Land levelers
  • Skid steer post hole diggers
  • Hay bale forks
  • Offset disks
  • Forage tractors
  • Sprayer chassis
  • Forage wagons
  • Horizontal feed mixers
  • Portable sprayers
  • Granular applicators
  • Manure scrapers
  • All terrain vehicle ATV discs
  • Seed bins
  • Grain drills
  • Ditchers
  • Windrowers
  • Farm tractors
  • 2-point sprayers
  • Hay conditioners
  • Litter spreaders
  • Subsoilers
  • All terrain vehicles ATV
  • Manure separators
  • Wheel loaders
  • Silo spreaders
  • Tower grain dryers
  • Skid steer rock grapples
  • Tractor guidance systems
  • Peanut dryers
  • Auger wagons
  • Grain wagons
  • Land finishers
  • Seed mixers
  • Bucket elevators
  • Power winches
  • Header carriers
  • Transfer augers
  • Skid sprayers
  • Coulter rippers
  • Rotary hoes
  • Hay bale spears
  • Forage blowers
  • Min-till drills
  • Self-propelled sprayers
  • Gravity wagons
  • Tomato harvesters
  • Rotary tillers
  • Seed tenders
  • Silage feeders
  • Haybines
  • Crop shredders
  • Crop lifters
  • Grain vacuums
  • Coulter drills
  • Post hole diggers
  • Track tractors
  • Air carts
  • Seed strippers
  • Swath turners
  • Land scrapers
  • Silage boxes
  • Silage bins
  • Stump grinders
  • Grass drills
  • Nurse tanks
  • Forage boxes
  • Manure chopper pumps
  • Hay bale elevators
  • Plows
  • Auger movers
  • Seed dryers
  • Subcompact tractors
  • Mist blowers
  • Skid steer rotary tillers
  • Peanut harvesters
  • All terrain vehicle ATV plows
  • Skid steer tree cutters
  • Seed drills
  • Hay bale feeders
  • Peanut diggers
  • Batch grain dryers
  • Grain combines
  • Liquid storage tanks
  • Crop dividers
  • All terrain vehicle ATV manure spreaders
  • Telehandlers
  • Novariant AutoFarm RTK AutoSteer
  • Air reels
  • Hay bale unrollers
  • Post drivers
  • Skid steer loaders
  • Hay balers
  • Bed shapers
  • Rock windrowers
  • Seed vacuums
  • Grain bin aeration fans
  • Grain heaters
  • Silage mills
  • All terrain vehicle ATV rakes
  • V hay rakes
  • All terrain vehicle ATV harrows
  • All terrain vehicle ATV seeders
  • Utility vehicles
  • Disk rippers
  • Tandem disks
  • Combine cylinders
  • Fertilizer spreaders
  • Feed conveyors
  • All terrain vehicle ATV sprayers
  • Hay bale trailers
  • Shavings spreaders
  • Sprayer booms
  • Peanut digger inverters
  • Hay bale movers
  • Hay bale compressors
  • Weed wipes
  • Silage wagons
  • Row crop cultivators
  • Compost turners
  • Peanut digger shakers
  • Seed conveyors
  • Field cultivators
  • Hay bale stackers
  • Hay bale wrappers
  • Seed hoppers
  • Dry bulk storage tanks
  • Combine grain headers
  • Forage harvesters
  • Hay bale accumulators
  • Skid steer hay bale spears
  • Hay bale loaders
  • Seed scales

Alternative Job Titles