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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

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

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

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

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

  • Prepare reports required by state and federal laws.

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

  • 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.

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

  • Evaluate marketing or sales alternatives for products.

  • Hire, supervise, and train support workers.

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

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

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

  • 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.

  • Coordinate the selection and maintenance of brood stock.

  • Analyze market conditions to determine acreage allocations.

Technologies & Software

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

Alternative Job Titles