Will AI replace Farmworkers, Farm, Ranch, and Aquacultural Animals?

AI can do 6% of the work Farmworkers, Farm, Ranch, and Aquacultural Animals do at least twice as fast. Real use has not caught up: none of their tasks show up in real AI use yet, but AI could speed up 3 of them. Robots can technically handle 9 physical tasks. 7 still need a person.

AI is already doing this0 · 0% of time

People already use AI for these tasks in real work, based on Anthropic's analysis of how Claude is used.

  • Real AI use has not reached any of this job's tasks yet.

AI could do this next3 · 6% of time

AI can speed these up by at least half, but real use has not caught up yet. These are next in line.

  • Maintain growth, feeding, production, and cost records.3% of time
  • Segregate animals according to weight, age, color, and physical condition.2% of time
  • Mark livestock to identify ownership and grade, using brands, tags, paint, or tattoos.1% of time

Robots can technically do this9 · 64% of time

Physical tasks that today's robots can perform in at least some settings. Robots are cost competitive for very few tasks so far, so this change moves slower.

  • Feed and water livestock and monitor food and water supplies.Robots: structured workplaces23% of time
  • Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps.Robots: structured workplaces12% of time
  • Drive trucks, tractors, and other equipment to distribute feed to animals.Robots: structured workplaces7% of time
  • Herd livestock to pastures for grazing or to scales, trucks, or other enclosures.Robots: structured workplaces6% of time
  • Move equipment, poultry, or livestock from one location to another, manually or using trucks or carts.Robots: structured workplaces5% of time
  • Mix feed, additives, and medicines in prescribed portions.Robots: purpose built settings4% of time
  • Shift animals between grazing areas to ensure that they have sufficient access to food.Robots: almost anywhere2% of time
  • Patrol grazing lands on horseback or using all-terrain vehicles.Robots: structured workplaces2% of time
  • Spray livestock with disinfectants and insecticides, or dip or bathe animals.Robots: purpose built settings1% of time

Still needs a person7 · 30% of time

No real AI use, no proven AI speedup and no robot that can do it yet. This is the part of the job to build on.

  • Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.10% of time
  • Examine animals to detect illness, injury, or disease, and to check physical characteristics, such as rate of weight gain.6% of time
  • Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment.4% of time
  • Perform duties related to livestock reproduction, such as breeding animals within appropriate timeframes, performing artificial inseminations, and helping with animal births.4% of time
  • Groom, clip, trim, or castrate animals, dock ears and tails, or shear coats to collect hair.3% of time
  • Order food for animals, and arrange for its delivery.1% of time
  • Protect herds from predators, using trained dogs.1% of time

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What this means

Little of this work suits AI. The bigger change here is robots: today's robots can technically do 66% of the working time, though they are rarely cheap enough to replace people yet.

What to do next

  • Get ahead on the 3 tasks AI could do next. These move as tools improve, so learning them early pays off.
  • Keep an eye on the 9 physical tasks robots can technically do. Cost keeps most robots out of work today, so this shift is slower.
  • Build on the 7 tasks that stay human. This is where your judgment, skill and relationships matter most.

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