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Automation Risk Analysis

Will “Farmer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“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%

“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

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

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

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

  • Hire, supervise, and train support workers.

  • 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.

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

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

  • Analyze market conditions to determine acreage allocations.

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

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

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

  • 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.

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

  • Prepare reports required by state and federal laws.

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

  • Coordinate the selection and maintenance of brood stock.

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

  • 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.

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

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

  • Evaluate marketing or sales alternatives for products.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles