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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

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

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

  • Hire, supervise, and train support workers.

  • 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.

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

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

  • Coordinate the selection and maintenance of brood stock.

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

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

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

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

  • Evaluate marketing or sales alternatives for products.

  • Analyze market conditions to determine acreage allocations.

  • 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.

  • Prepare reports required by state and federal laws.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles