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Automation Risk Analysis

Will “Portable Track Line Marker” be Automated?

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AI Exposure Risk

52%

“Portable Track Line Marker” 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%

“Portable Track Line Marker” 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Protect herds from predators, using trained dogs.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles