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Automation Risk Analysis

Will “Shellfish Manager” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Shellfish Manager” 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%

“Shellfish Manager” 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

  • Prepare reports required by state and federal laws.

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

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

  • 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.

  • 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.

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

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

  • Coordinate the selection and maintenance of brood stock.

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

  • Evaluate marketing or sales alternatives for products.

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

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

  • Analyze market conditions to determine acreage allocations.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles