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Automation Risk Analysis

Will “Milking Machine Operator” be Automated?

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AI Exposure Risk

52%

“Milking Machine Operator” 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%

“Milking Machine Operator” 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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • Protect herds from predators, using trained dogs.

  • 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.

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

Technologies & Software

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

Alternative Job Titles