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Automation Risk Analysis

Will “Organic Farmer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Organic Farmer” 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 Farmer” 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

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

  • Analyze market conditions to determine acreage allocations.

  • Coordinate the selection and maintenance of brood stock.

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

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

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

  • Hire, supervise, and train support workers.

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

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

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

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

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

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

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

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

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

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

  • 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 or supervise stock examinations to identify diseases or parasites.

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

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

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

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

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

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

  • Prepare reports required by state and federal laws.

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

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

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

Technologies & Software

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

Alternative Job Titles