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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

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

  • Analyze market conditions to determine acreage allocations.

  • 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.

  • Coordinate the selection and maintenance of brood stock.

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

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

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

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

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

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

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

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

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

  • Prepare reports required by state and federal laws.

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

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

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

  • Evaluate marketing or sales alternatives for products.

  • Hire, supervise, and train support workers.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles