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Automation Risk Analysis

Will “Pack Mule Worker” be Automated?

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AI Exposure Risk

52%

“Pack Mule Worker” 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%

“Pack Mule Worker” 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

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

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

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

  • 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.

  • Protect herds from predators, using trained dogs.

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles