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Automation Risk Analysis

Will “Germination Testing Manager” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Germination Testing 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%

“Germination Testing 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

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

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

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

  • 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.

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

  • Evaluate marketing or sales alternatives for products.

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

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

  • Analyze market conditions to determine acreage allocations.

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

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

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

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

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

  • Prepare reports required by state and federal laws.

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

  • 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.

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

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles