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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

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

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

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

  • 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.

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

  • 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 market conditions to determine acreage allocations.

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

  • Evaluate marketing or sales alternatives for products.

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

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

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

  • Prepare reports required by state and federal laws.

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

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

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

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

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

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

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

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

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles