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Automation Risk Analysis

Will “Organic Vegetable Farm Manager” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Organic Vegetable Farm 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%

“Organic Vegetable Farm 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.

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

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

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

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

  • 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.

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

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

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

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

  • Hire, supervise, and train support workers.

  • 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.

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

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

  • Prepare reports required by state and federal laws.

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

  • Evaluate marketing or sales alternatives for products.

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

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

  • 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.

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

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

  • 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.

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

  • Analyze market conditions to determine acreage allocations.

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

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

Technologies & Software

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

Alternative Job Titles