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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

  • Protect herds from predators, using trained dogs.

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles