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Automation Risk Analysis

Will “Beekeeper” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Beekeeper” 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%

“Beekeeper” 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

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

  • Hire, supervise, and train support workers.

  • Analyze market conditions to determine acreage allocations.

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

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

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

  • Evaluate marketing or sales alternatives for products.

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles