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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

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

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

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

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

  • Evaluate marketing or sales alternatives for products.

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

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

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

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

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

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

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

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

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

  • 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.

  • Hire, supervise, and train support workers.

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

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

  • Analyze market conditions to determine acreage allocations.

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

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

  • Prepare reports required by state and federal laws.

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

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

Technologies & Software

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

Alternative Job Titles