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Automation Risk Analysis

Will “Agriculture Farmer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Agriculture Farmer” will maybe 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 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Agriculture 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 51% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Farmers, Ranchers, and Other Agricultural Managers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Plan, direct, or coordinate the management or operation of farms, ranches, greenhouses, aquacultural operations, nurseries, timber tracts, or other agricultural establishments. May hire, train, and supervise farm workers or contract for services to carry out the day-to-day activities of the managed operation. May engage in or supervise planting, cultivating, harvesting, and financial and marketing activities.

Avg. Annual Salary $97,240
Avg. Hourly Wage $46.75
Available Jobs (US) 5,910
Job Title & Hierarchy Code (SOC) Farmers, Ranchers, and Other Agricultural Managers #11-9013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Farmers, Ranchers, and Other Agricultural Managers”

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Core Skills & Abilities

  • Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.

  • Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.

  • Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.

  • Position and regulate plant irrigation systems, and program environmental and irrigation control computers.

  • Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.

  • Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.

  • Negotiate with buyers for the sale, storage, or shipment of crops or livestock.

  • Coordinate the selection and maintenance of brood stock.

  • Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.

  • Hire, supervise, and train support workers.

  • Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.

  • Analyze soil to determine types or quantities of fertilizer required for maximum crop production.

  • Monitor environments to ensure maintenance of optimum animal or plant life.

  • Prepare reports required by state and federal laws.

  • Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work.

  • Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads.

  • Conduct or supervise stock examinations to identify diseases or parasites.

  • Collect and record growth, production, and environmental data.

  • Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.

  • Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.

  • Evaluate marketing or sales alternatives for products.

  • Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.

  • Analyze market conditions to determine acreage allocations.

  • Obtain financing for and purchase necessary machinery, land, supplies, or livestock.

  • Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.

  • Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.

  • Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.

  • Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.

  • Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.

  • Maintain financial, operational, production, or employment records for farms or ranches.

Technologies & Software

  • Mistral (Mistral AI)
  • MapShots EASi Suite
  • Web browser software
  • SST Development Group Stratus
  • Alua Software Paddock Pro
  • Innovative Software Solutions Picas
  • AquaSoft Farm Manager
  • John Deere Apex Farm Management
  • Red Wing Software CenterPoint Accounting for Agriculture
  • Lion Edge Technologies Ranch Manager
  • Microsoft Word
  • Delta Data Systems AGIS
  • Staff scheduling software
  • Claude (Anthropic)
  • TatukGIS Editor
  • SAP software
  • Trimble Farm Works
  • Geographic resources analysis support system GRASS
  • AgData Blue Skies Accounting
  • Oracle NetSuite
  • Grok (xAI)
  • Resource planning software
  • Accutech Systems Corporation AccuFarm-MGR
  • Advanced Veterinary Services Ranch Vision
  • DeepSeek
  • Atlassian Confluence
  • KELTEC Systems HerdMaster
  • Email software
  • Gemini for Workspace
  • Sunrise Software CropSave
  • MapInfo
  • Microsoft Office software
  • DIVA-GIS
  • Custom Software Group CSG AgroSys
  • Vertical Solutions Easy-Farm Accounting
  • Microsoft Access
  • TapLogic FarmLogic
  • Napkin AI
  • Farm Files Livestock
  • PigCHAMP Care 3000
  • CDA International Manifold System
  • Motion (AI Scheduler)
  • Microsoft PowerPoint
  • Perplexity AI
  • Statistical analysis software
  • Specialized Data Systems Ultra Farm
  • Argos Software ABECAS Insight
  • i.Agri LandMark Farm
  • Adobe Photoshop
  • Microsoft Excel
  • Fish stocking databases
  • ESRI ArcPad
  • AgTerra Technologies AgTrac
  • Cattlesoft CattleMax
  • Payroll software
  • Countryside Data Ag Payroll
  • Trimble AgGPS EZ-Map
  • Sanders Software Consulting FarmBooks
  • AgriSoft/CMC AgriSoft/ERP
  • Otter.ai
  • Llama (Meta)
  • Farm Files Crops
  • AGCO Advanced Technology Solutions Fieldstar
  • Notion AI
  • Agevo Farm Manager
  • Fireflies.ai
  • CattleWorks
  • Qwen (Alibaba)
  • Ag Leader Technology SMS Advanced
  • Brihzon Solutions SMART Dairy Resource Planning
  • Geographic information system GIS systems
  • International Response Technologies CowChip - Ranch House
  • Word processing software
  • Gemini (Google)
  • Microsoft Copilot
  • Ag Connections Land.db
  • Global positioning system GPS software
  • Hatchery database systems
  • ChatGPT (OpenAI)
  • Nova (Amazon)
  • Time reporting software
  • EZ-Ranch
  • Stenco Technologies Farm Trends
  • ProducePak Mobile Farm Management
  • Datatech The Farmer's Office
  • Global Mapper Software Global Mapper
  • ZedX AgFleet
  • Kimi (Moonshot AI)
  • Microsoft Visio
  • Facebook
  • Midwest MicroSystems Cow Sense
  • SST Development Group SSToolbox
  • Microsoft Outlook
  • Pear Technology Fieldman Farmer
  • Farm Business Software Systems Smart Feeder
  • Livestock castration equipment
  • Aquaculture tanks
  • pH indicators
  • Fry nets
  • Corn pickers
  • Line cutters
  • Utility knives
  • Security alarm systems
  • Clockwork belt feeders
  • Water filters
  • Fish collection nets
  • Adjustable hand wrenches
  • Extended pole pruners
  • Dump trucks
  • Temperature monitors
  • Screen filters
  • Power augers
  • Dew point meters
  • Mulch spreaders
  • Mowing equipment
  • Tongue and groove pliers
  • Stereo light microscopes
  • Turbine water pumps
  • Weedeaters
  • Four wheel drive 4WD trucks
  • Chipping equipment
  • Seine reels
  • Artificial insemination kits
  • Field cultivators
  • Tablet computers
  • Bar code readers
  • Grain dryers
  • Fumigation equipment
  • Lawn edgers
  • Fertigation equipment
  • Pruning tools
  • Water test kits
  • Manure spreaders
  • Desktop computers
  • Radiant heaters
  • Garden hoes
  • Steam sterilizers
  • Soil electrical conductivity measurement devices
  • Portable air compressors
  • Portable power saws
  • Mechanized tilling equipment
  • Soil pasteurizers
  • Dip nets
  • Snowplow attachments
  • Propane torches
  • Overhead sprinklers
  • Microsprinklers
  • Composting equipment
  • Lawn mowers
  • Milking equipment
  • Sport utility vehicles SUVs
  • Air compression equipment
  • Grease guns
  • Ultraviolet light UV water disinfection systems
  • Animal feeders
  • Soil thermometers
  • Power nail pullers
  • Backhoe attachments
  • Oil dispensing cans
  • Gas-powered generators
  • Animal blood collection syringes
  • Animal transportation trailers
  • Transplanting equipment
  • Fertilizer injectors
  • Bench scales
  • Poultry incubators
  • Aerosol foggers
  • Pipe wrenches
  • Fish incubators
  • Claw hammers
  • Fish holding pens
  • Multipurpose tractors
  • Farm trucks
  • Fish egg sorters
  • pH probes
  • Materials conveyors
  • Field watering systems
  • Trenchers
  • Soil mixers
  • Spray attachments
  • Global positioning system GPS receivers
  • Handheld dissolved oxygen meters
  • Electric timing devices
  • Aeration pumps
  • Fish transfer pumps
  • Round metal files
  • Handheld computers
  • Fish traps
  • Impact sprinklers
  • Light evaluation meters
  • Humidity meters
  • Tubing cutters
  • Multipurpose pliers
  • Drip emitters
  • Drainage pumps
  • Cage nets
  • Power mowers
  • Biological filters
  • Grain drills
  • Tanker trucks
  • Trickle irrigators
  • Pneumatic pruners
  • Humidifiers
  • Water level monitors
  • Branding equipment
  • Portable dataloggers
  • Chain saws
  • Skid steer machines
  • Brush mowers
  • Layout squares
  • Digital flowmeters
  • Power nail guns
  • Hay mowing machines
  • Extension ladders
  • Laptop computers
  • Cordless power drills
  • Hacksaws
  • Snow blowers
  • Powered trailers
  • Mist control systems
  • Pop-up sprinklers
  • Centrifugal water pumps
  • Grain combines
  • Grain scales
  • Hay trucks
  • Animal vaccination syringes
  • Fish feeders
  • Fish graders
  • Pneumatic cutters
  • Phillips screwdrivers
  • Carbon dioxide systems
  • Chemical sprayers
  • Farm tractors
  • Portable welding equipment
  • Ozone generators
  • Woodworking chisels
  • Handsaws
  • Power monitors
  • Straight screwdrivers
  • Fish counters
  • Belt conveyor systems
  • Fish egg counters
  • Utility forklifts
  • Adjustable widemouth pliers
  • Gardening shovels
  • Backhoes
  • Forklifts
  • Hydroponic equipment
  • Safety gloves
  • Egg gathering equipment
  • Fish crowders
  • Circular saws
  • Personal computers
  • Hay balers

Alternative Job Titles