AI exposure: Veterinarians
Diagnose, treat, or research diseases and injuries of animals. Includes veterinarians who conduct research and development, inspect livestock, or care for pets and companion animals.
Reading this score
computedAt 16.1% of weighted task load, Veterinarians sits at the 26th percentile, below the point where a job's centre of gravity has moved. 63.1% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is verification cost. Across this occupation's 21 tasks it averages 2.42 out of 3, the highest of the five friction dimensions. In plain terms, checking the output costs more than producing it. Where an undetected error is expensive, dangerous or irreversible, the economics change. Someone has to verify the work, and verifying can cost as much as doing it. This is the friction most likely to fall as tools for checking improve.
The most exposed thing this job does is Perform administrative or business management tasks, at 57.0%. The least is Provide care to a wide range of animals or specialize in a particular species, at 0.0%. A gap of 57.0% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within healthcare practitioner and technical occupations, this one is less exposed than the median of 18.5% across the group's 89 roles, with 60 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 21 tasks, 4 are currently banded exposed, 7 assisted and 10 untouched. For that distribution to shift materially would take a change in who is permitted to sign the work, which is a question for regulators rather than for engineers. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.56 | 0-4 |
| Embodiment | 1.42 | 0-3 |
| Presence | 1.79 | 0-3 |
| Accountability | 2.37 | 0-3 |
| Context | 1.78 | 0-3 |
| Verification cost | 2.42 | 0-3 |
Task by task
21 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Perform administrative or business management tasks, such as scheduling appointments, accepting payments from clients, budgeting, or maintaining business records. | 57.0% | 34.6% | 8.3% | 3.63 | exposed |
| Educate the public about diseases that can be spread from animals to humans. | 45.0% | 30.0% | 25.0% | 4.46 | exposed |
| Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options. | 40.0% | 35.0% | 25.0% | 4.28 | exposed |
| Attend lectures, conferences, or continuing education courses. | 30.0% | 20.0% | 50.0% | 4.25 | exposed |
| Plan or execute animal nutrition or reproduction programs. | 30.0% | 45.0% | 25.0% | 3.51 | assisted |
| Establish or conduct quarantine or testing procedures that prevent the spread of diseases to other animals or to humans and that comply with applicable government regulations. | 23.3% | 26.7% | 50.0% | 3.93 | assisted |
| Specialize in a particular type of treatment, such as dentistry, pathology, nutrition, surgery, microbiology, or internal medicine. | 21.2% | 16.2% | 62.5% | 4.42 | untouched |
| Operate diagnostic equipment, such as radiographic or ultrasound equipment, and interpret the resulting images. | 20.0% | 30.0% | 50.0% | 4.53 | assisted |
| Research diseases to which animals could be susceptible. | 20.0% | 30.0% | 50.0% | 3.89 | assisted |
| Determine the effects of drug therapies, antibiotics, or new surgical techniques by testing them on animals. | 20.0% | 30.0% | 50.0% | 3.73 | assisted |
| Direct the overall operations of animal hospitals, clinics, or mobile services to farms. | 16.7% | 33.3% | 50.0% | 4.39 | assisted |
| Conduct postmortem studies and analyses to determine the causes of animals' deaths. | 10.0% | 40.0% | 50.0% | 3.24 | assisted |
| Counsel clients about the deaths of their pets or about euthanasia decisions for their pets. | 6.7% | 18.3% | 75.0% | 4.44 | untouched |
| Train or supervise workers who handle or care for animals. | 6.7% | 18.3% | 75.0% | 4.10 | untouched |
| Examine animals to detect and determine the nature of diseases or injuries. | 3.3% | 21.7% | 75.0% | 4.66 | untouched |
| Inspect and test horses, sheep, poultry, or other animals to detect the presence of communicable diseases. | 3.3% | 21.7% | 75.0% | 4.17 | untouched |
| Treat sick or injured animals by prescribing medication, setting bones, dressing wounds, or performing surgery. | 2.2% | 14.4% | 83.3% | 4.74 | untouched |
| Inoculate animals against various diseases, such as rabies or distemper. | 0.0% | 0.0% | 100.0% | 4.70 | untouched |
| Collect body tissue, feces, blood, urine, or other body fluids for examination and analysis. | 0.0% | 0.0% | 100.0% | 4.56 | untouched |
| Euthanize animals. | 0.0% | 0.0% | 100.0% | 4.26 | untouched |
| Provide care to a wide range of animals or specialize in a particular species, such as horses or exotic birds. | 0.0% | 0.0% | 100.0% | 3.79 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.