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Automation Risk Analysis

Will “Beef Farm Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Beef Farm Operator” 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%

“Beef Farm Operator” 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 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 how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.

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

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

  • Evaluate marketing or sales alternatives for products.

  • Hire, supervise, and train support workers.

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

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

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

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

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

  • 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.

  • Analyze market conditions to determine acreage allocations.

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

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

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

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

  • Prepare reports required by state and federal laws.

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

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

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

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

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

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

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

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

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

  • Coordinate the selection and maintenance of brood stock.

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

Technologies & Software

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

Alternative Job Titles