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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

  • 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.

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

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

  • 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.

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

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

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

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

  • Evaluate marketing or sales alternatives for products.

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

  • Hire, supervise, and train support workers.

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

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

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

  • Analyze market conditions to determine acreage allocations.

  • 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.

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

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

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

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

  • Prepare reports required by state and federal laws.

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

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

Technologies & Software

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

Alternative Job Titles