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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

  • 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.

  • Prepare reports required by state and federal laws.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Hire, supervise, and train support workers.

  • 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.

  • 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.

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

  • Coordinate the selection and maintenance of brood stock.

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

  • Analyze market conditions to determine acreage allocations.

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

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

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

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

Technologies & Software

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

Alternative Job Titles