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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

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

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

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

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

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

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

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

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

  • Hire, supervise, and train support workers.

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

  • Prepare reports required by state and federal laws.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • Evaluate marketing or sales alternatives for products.

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

  • 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.

Technologies & Software

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

Alternative Job Titles