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Automation Risk Analysis

Will “Aquaculture Director” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Aquaculture Director” 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%

“Aquaculture Director” 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 plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.

  • 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.

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

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

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

  • Prepare reports required by state and federal laws.

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

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

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

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

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

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

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

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

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

  • Analyze market conditions to determine acreage allocations.

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

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

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

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

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

  • Hire, supervise, and train support workers.

  • 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.

  • 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.

  • Evaluate marketing or sales alternatives for products.

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

Technologies & Software

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

Alternative Job Titles