IS WORK OVER?

Automation index

Can AI do the work of a Veterinarian?

Today an AI can already prep materials, sort notes, and write a first summary. The class, the source, and the patient still need someone in the room.

It does not predict how many jobs will disappear.

Task comparison

Veterinarian

Where the time goes

Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.

Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.

TaskShareAIAdds
Inoculate animals against various diseases, such as rabies or distemper.
Estimate

No public source pins this saving. It is an estimate of the method.

11%28%+3.1
Examine animals to detect and determine the nature of diseases or injuries.
Estimate

No public source pins this saving. It is an estimate of the method.

10%28%+2.8
Collect body tissue, feces, blood, urine, or other body fluids for examination and analysis.
Estimate

No public source pins this saving. It is an estimate of the method.

10%48%+4.8
Treat sick or injured animals by prescribing medication, setting bones, dressing wounds, or performing surgery.
Estimate

No public source pins this saving. It is an estimate of the method.

9%12%+1.1
Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options.
Estimate

No public source pins this saving. It is an estimate of the method.

8%28%+2.2
Direct the overall operations of animal hospitals, clinics, or mobile services to farms.
Estimate

No public source pins this saving. It is an estimate of the method.

8%28%+2.2
Provide care to a wide range of animals or specialize in a particular species, such as horses or exotic birds.
Estimate

No public source pins this saving. It is an estimate of the method.

7%28%+2
Train or supervise workers who handle or care for animals.
Estimate

No public source pins this saving. It is an estimate of the method.

6%22%+1.3
Other less frequent tasks (weight estimated from frequency).
Estimate

No public source pins this saving. It is an estimate of the method.

31%28%+8.7
Total100%28%

Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low

Skills this job uses

  • biosecurity related to animals
  • signs of animal illness
  • animal welfare legislation
  • animal production science
  • physiology of animals
  • environmental enrichment for animals
  • fundamental veterinary sciences
  • veterinary clinical sciences
  • anatomy of animals
  • animal behaviour

Sources for this job· O*NET 29-1131.00· ESCO/ISCO 2250

Personal trainer

Where the time goes

Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.

Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.

TaskShareAIAdds
Observe participants and inform them of corrective measures necessary for skill improvement.
Estimate

No public source pins this saving. It is an estimate of the method.

12%28%+3.4
Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.
Estimate

No public source pins this saving. It is an estimate of the method.

10%28%+2.8
Offer alternatives during classes to accommodate different levels of fitness.
Estimate

No public source pins this saving. It is an estimate of the method.

9%28%+2.5
Teach proper breathing techniques used during physical exertion.
Estimate

No public source pins this saving. It is an estimate of the method.

9%22%+2
Monitor participants' progress and adapt programs as needed.
Estimate

No public source pins this saving. It is an estimate of the method.

9%28%+2.5
Plan routines, choose appropriate music, and choose different movements for each set of muscles, depending on participants' capabilities and limitations.
Estimate

No public source pins this saving. It is an estimate of the method.

8%28%+2.2
Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.
Estimate

No public source pins this saving. It is an estimate of the method.

8%22%+1.8
Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.
Estimate

No public source pins this saving. It is an estimate of the method.

8%28%+2.2
Other less frequent tasks (weight estimated from frequency).
Estimate

No public source pins this saving. It is an estimate of the method.

27%28%+7.6
Total100%27%

Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low

Skills this job uses

  • demonstrate professional Pilates attitude
  • manage fitness communication
  • safely instruct about fitness
  • identify customer objectives
  • ensure safety of exercise environment
  • analyse personal fitness information
  • show professional responsibility
  • provide fitness information
  • prescribe exercises
  • adapt Pilates exercises

Sources for this job· O*NET 39-9031.00· ESCO/ISCO 3423

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