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Automation Risk Analysis

Will “Plant Culture Manager” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Plant Culture 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%

“Plant Culture 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 crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.

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

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

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

  • Evaluate marketing or sales alternatives for products.

  • Prepare reports required by state and federal laws.

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

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

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

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

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

  • Hire, supervise, and train support workers.

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

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

  • 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.

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

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

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

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

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

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

  • Analyze market conditions to determine acreage allocations.

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

  • Coordinate the selection and maintenance of brood stock.

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles