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Automation Risk Analysis

Will “Machine Milker” be Automated?

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AI Exposure Risk

52%

“Machine Milker” 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%

“Machine Milker” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Protect herds from predators, using trained dogs.

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

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

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

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

Technologies & Software

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

Alternative Job Titles