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Automation Risk Analysis

Will “Ditch Cleaner” be Automated?

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AI Exposure Risk

52%

“Ditch Cleaner” 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%

“Ditch Cleaner” 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

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

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

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

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

  • Protect herds from predators, using trained dogs.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles