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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

  • Hire, supervise, and train support workers.

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Evaluate marketing or sales alternatives for products.

  • Prepare reports required by state and federal laws.

  • Analyze market conditions to determine acreage allocations.

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles