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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

  • 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.

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

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

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

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

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

  • Protect herds from predators, using trained dogs.

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

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

  • 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.

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles