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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.

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

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

  • Hire, supervise, and train support workers.

  • Prepare reports required by state and federal laws.

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

  • Evaluate marketing or sales alternatives for products.

  • 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 market conditions to determine acreage allocations.

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

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

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

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles