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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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Protect herds from predators, using trained dogs.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles