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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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

  • Evaluate marketing or sales alternatives for products.

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

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

  • Analyze market conditions to determine acreage allocations.

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

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

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

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

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

  • Hire, supervise, and train support workers.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles