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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

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

  • Coordinate the selection and maintenance of brood stock.

  • 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.

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

  • Prepare reports required by state and federal laws.

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

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

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

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

  • Analyze market conditions to determine acreage allocations.

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

  • Evaluate marketing or sales alternatives for products.

  • 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.

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

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

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

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

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

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

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

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

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

  • Hire, supervise, and train support workers.

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles