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Automation Risk Analysis

Will “Shepherd” be Automated?

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AI Exposure Risk

52%

“Shepherd” 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%

“Shepherd” 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.

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

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

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

  • 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.

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

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

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

  • Protect herds from predators, using trained dogs.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles