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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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Protect herds from predators, using trained dogs.

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles