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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

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

  • 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.

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

  • 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.

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

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

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

  • Hire, supervise, and train support workers.

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

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

  • 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.

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

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

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

  • Evaluate marketing or sales alternatives for products.

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

  • Prepare reports required by state and federal laws.

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

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

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

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

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

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

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

  • Analyze market conditions to determine acreage allocations.

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

  • 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.

Technologies & Software

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

Alternative Job Titles