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Automation Risk Analysis

Will “Farming” be Automated?

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AI Exposure Risk

52%

“Farming” 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Farming” 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 Farmworkers, Farm, Ranch, and Aquacultural Animals, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Attend to live farm, ranch, open range or aquacultural animals that may include cattle, sheep, swine, goats, horses and other equines, poultry, rabbits, finfish, shellfish, and bees. Attend to animals produced for animal products, such as meat, fur, skins, feathers, eggs, milk, and honey. Duties may include feeding, watering, herding, grazing, milking, castrating, branding, de-beaking, weighing, catching, and loading animals. May maintain records on animals; examine animals to detect diseases and injuries; assist in birth deliveries; and administer medications, vaccinations, or insecticides as appropriate. May clean and maintain animal housing areas. Includes workers who shear wool from sheep and collect eggs in hatcheries.

Avg. Annual Salary $38,580
Avg. Hourly Wage $18.55
Available Jobs (US) 35,420
Job Title & Hierarchy Code (SOC) Farmworkers, Farm, Ranch, and Aquacultural Animals #45-2093
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Farmworkers, Farm, Ranch, and Aquacultural Animals”

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Core Skills & Abilities

  • Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.

  • Move equipment, poultry, or livestock from one location to another, manually or using trucks or carts.

  • Herd livestock to pastures for grazing or to scales, trucks, or other enclosures.

  • Shift animals between grazing areas to ensure that they have sufficient access to food.

  • Segregate animals according to weight, age, color, and physical condition.

  • Drive trucks, tractors, and other equipment to distribute feed to animals.

  • Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment.

  • Feed and water livestock and monitor food and water supplies.

  • Groom, clip, trim, or castrate animals, dock ears and tails, or shear coats to collect hair.

  • Maintain growth, feeding, production, and cost records.

  • Mix feed, additives, and medicines in prescribed portions.

  • Mark livestock to identify ownership and grade, using brands, tags, paint, or tattoos.

  • Spray livestock with disinfectants and insecticides, or dip or bathe animals.

  • Examine animals to detect illness, injury, or disease, and to check physical characteristics, such as rate of weight gain.

  • Perform duties related to livestock reproduction, such as breeding animals within appropriate timeframes, performing artificial inseminations, and helping with animal births.

  • Order food for animals, and arrange for its delivery.

  • Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps.

  • Protect herds from predators, using trained dogs.

  • Patrol grazing lands on horseback or using all-terrain vehicles.

Technologies & Software

  • Llama (Meta)
  • Claude (Anthropic)
  • Microsoft Excel
  • ChatGPT (OpenAI)
  • John Deere AI
  • Grok (xAI)
  • Microsoft Office software
  • Web browser software
  • Mistral (Mistral AI)
  • Farm Works Software Trac
  • Nova (Amazon)
  • Microsoft Word
  • Lancaster DHIA PCDART
  • DeepSeek
  • BCL Landview Systems WinCrop
  • Blue River Technology AI
  • Gemini (Google)
  • Spreadsheet software
  • Climate FieldView
  • Valley Agricultural Software DairyCOMP 305
  • Kimi (Moonshot AI)
  • Taranis AI
  • Qwen (Alibaba)
  • Skid steer loaders
  • Ear taggers
  • Automatic milking parlors
  • Backhoes
  • Snowplows
  • Shovels
  • Dehorners
  • Egg grading machines
  • Nail trimmers
  • Insecticide sprayers
  • Milking machines
  • Balling guns
  • Electronic animal scales
  • Grease guns
  • Poultry incubators
  • Veterinary intravenous IV sets
  • Power drills
  • Debeakers
  • Vacutainers
  • Fumigators
  • Animal hair clippers
  • Cattle prods
  • Feed conveyors
  • Automatic watering devices
  • Power saws
  • Horse saddles
  • Egg candlers
  • Hoof trimmers
  • Laptop computers
  • Animal hair trimmers
  • RFID tags
  • Milking equipment sterilizers
  • Multipurpose tractors
  • Front-end loaders
  • Potbelly tractor trailers
  • Nebulizers
  • Dust and particulate respirators
  • All terrain vehicles ATV
  • Egg washing machines
  • Desktop computers
  • Cattle chutes
  • Feed wagons
  • Hand trucks
  • Robotic milking stations
  • Insemination syringes
  • Animal trailers
  • Horse bridles
  • Animal vaccination syringes
  • Automated feed batch mixers
  • Headlocks
  • Pipeline milking systems
  • Blood drawing syringes
  • Castration equipment
  • Disinfectant sprayers
  • Feed trailers
  • Post hole diggers
  • Claw hammers
  • Farm trucks
  • Tie-stall milking systems

Alternative Job Titles