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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

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

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

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

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

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

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

  • Protect herds from predators, using trained dogs.

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles