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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

  • Protect herds from predators, using trained dogs.

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles