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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

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

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

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

  • Prepare reports required by state and federal laws.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

  • Evaluate marketing or sales alternatives for products.

  • Hire, supervise, and train support workers.

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

  • Analyze market conditions to determine acreage allocations.

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

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

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

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

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

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

  • 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.

  • Coordinate the selection and maintenance of brood stock.

Technologies & Software

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

Alternative Job Titles