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Automation Risk Analysis

Will “Aquaculture Program 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 Program 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 Program 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

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

  • 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.

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

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

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

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

  • Evaluate marketing or sales alternatives for products.

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

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

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

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

  • Coordinate the selection and maintenance of brood stock.

  • 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.

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

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

  • 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.

  • 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.

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

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

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

  • Hire, supervise, and train support workers.

  • Prepare reports required by state and federal laws.

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

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

Technologies & Software

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

Alternative Job Titles