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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

  • Coordinate the selection and maintenance of brood stock.

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

  • Prepare reports required by state and federal laws.

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

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

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

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

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

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

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

  • 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.

  • Evaluate marketing or sales alternatives for products.

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

  • Analyze market conditions to determine acreage allocations.

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

  • 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.

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

  • Hire, supervise, and train support workers.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles