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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

  • 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.

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

  • Coordinate the selection and maintenance of brood stock.

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

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

  • 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.

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

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

  • 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.

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

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

  • Evaluate marketing or sales alternatives for products.

  • Hire, supervise, and train support workers.

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

  • Analyze market conditions to determine acreage allocations.

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

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

  • Prepare reports required by state and federal laws.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles