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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

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

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

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

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

  • 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.

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

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

  • Evaluate marketing or sales alternatives for products.

  • Hire, supervise, and train support workers.

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

  • Analyze market conditions to determine acreage allocations.

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

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

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

  • 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.

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

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

  • Prepare reports required by state and federal laws.

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

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

  • Coordinate the selection and maintenance of brood stock.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles