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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

  • Protect herds from predators, using trained dogs.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles