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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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • Evaluate marketing or sales alternatives for products.

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

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

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

  • Analyze market conditions to determine acreage allocations.

  • 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.

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

  • Hire, supervise, and train support workers.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles