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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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

  • Hire, supervise, and train support workers.

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

  • 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.

  • Prepare reports required by state and federal laws.

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

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

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

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

Technologies & Software

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

Alternative Job Titles