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Automation Risk Analysis

Will “Aquaculture Cooperative Marketing 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 Cooperative Marketing 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 Cooperative Marketing 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

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

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

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

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

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

  • 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.

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

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

  • Hire, supervise, and train support workers.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • Analyze market conditions to determine acreage allocations.

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

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

  • Prepare reports required by state and federal laws.

  • Coordinate the selection and maintenance of brood stock.

  • Evaluate marketing or sales alternatives for products.

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

Technologies & Software

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

Alternative Job Titles