AI exposure: Veterinary Technologists and Technicians
Perform medical tests in a laboratory environment for use in the treatment and diagnosis of diseases in animals. Prepare vaccines and serums for prevention of diseases. Prepare tissue samples, take blood samples, and execute laboratory tests, such as urinalysis and blood counts. Clean and sterilize instruments and materials and maintain equipment and machines. May assist a veterinarian during surgery.
Reading this score
computedAt 11.9% of weighted task load, Veterinary Technologists and Technicians sits at the 18th percentile, below the point where a job's centre of gravity has moved. 75.9% 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 31 tasks it averages 2.22 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 Schedule appointments and procedures for animals, at 73.3%. The least is Conduct specialized procedures, at 0.0%. A gap of 73.3% 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 74 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 31 tasks, 6 are currently banded exposed, 3 assisted and 22 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. 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 | 0.98 | 0-4 |
| Embodiment | 2.22 | 0-3 |
| Presence | 1.98 | 0-3 |
| Accountability | 2.15 | 0-3 |
| Context | 1.49 | 0-3 |
| Verification cost | 2.22 | 0-3 |
Task by task
31 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Schedule appointments and procedures for animals. | 73.3% | 26.7% | 0.0% | 4.12 | exposed |
| Maintain controlled drug inventory and related log books. | 60.0% | 40.0% | 0.0% | 4.72 | exposed |
| Maintain laboratory, research, or treatment records, as well as inventories of pharmaceuticals, equipment, or supplies. | 60.0% | 40.0% | 0.0% | 4.30 | exposed |
| Monitor medical supplies and place orders when inventory is low. | 43.8% | 18.8% | 37.5% | 4.00 | exposed |
| Perform a variety of office, clerical, or accounting duties, such as reception, billing, bookkeeping, or selling products. | 43.3% | 31.7% | 25.0% | 3.88 | exposed |
| Provide information or counseling regarding issues such as animal health care, behavior problems, or nutrition. | 40.0% | 35.0% | 25.0% | 4.07 | exposed |
| Take and develop diagnostic radiographs, using x-ray equipment. | 21.7% | 28.3% | 50.0% | 4.42 | assisted |
| Perform laboratory tests on blood, urine, or feces, such as urinalyses or blood counts, to assist in the diagnosis and treatment of animal health problems. | 13.3% | 36.7% | 50.0% | 4.70 | assisted |
| Discuss medical health of pets with clients, such as post-operative status. | 13.3% | 36.7% | 50.0% | 4.42 | assisted |
| Supervise or train veterinary students or other staff members. | 5.0% | 20.0% | 75.0% | 3.95 | untouched |
| Collect, prepare, and label samples for laboratory testing, culture, or microscopic examination. | 4.2% | 8.3% | 87.5% | 4.45 | untouched |
| Care for and monitor the condition of animals recovering from surgery. | 3.3% | 21.7% | 75.0% | 4.76 | untouched |
| Observe the behavior and condition of animals and monitor their clinical symptoms. | 3.3% | 21.7% | 75.0% | 4.52 | untouched |
| Administer anesthesia to animals, under the direction of a veterinarian, and monitor animals' responses to anesthetics so that dosages can be adjusted. | 1.2% | 11.2% | 87.5% | 4.84 | untouched |
| Prepare and administer medications, vaccines, serums, or treatments, as prescribed by veterinarians. | 0.0% | 0.0% | 100.0% | 4.68 | untouched |
| Restrain animals during exams or procedures. | 0.0% | 0.0% | 100.0% | 4.66 | untouched |
| Administer emergency first aid, such as performing emergency resuscitation or other life saving procedures. | 0.0% | 0.0% | 100.0% | 4.62 | untouched |
| Clean and sterilize instruments, equipment, or materials. | 0.0% | 0.0% | 100.0% | 4.58 | untouched |
| Provide veterinarians with the correct equipment or instruments, as needed. | 0.0% | 0.0% | 100.0% | 4.57 | untouched |
| Perform dental work, such as cleaning, polishing, or extracting teeth. | 0.0% | 0.0% | 100.0% | 4.56 | untouched |
| Give enemas and perform catheterizations, ear flushes, intravenous feedings, or gavages. | 0.0% | 0.0% | 100.0% | 4.46 | untouched |
| Fill prescriptions, measuring medications and labeling containers. | 0.0% | 0.0% | 100.0% | 4.46 | untouched |
| Prepare animals for surgery, performing such tasks as shaving surgical areas. | 0.0% | 0.0% | 100.0% | 4.45 | untouched |
| Clean kennels, animal holding areas, surgery suites, examination rooms, or animal loading or unloading facilities to control the spread of disease. | 0.0% | 0.0% | 100.0% | 4.41 | untouched |
| Take animals into treatment areas and assist with physical examinations by performing such duties as obtaining temperature, pulse, or respiration data. | 0.0% | 0.0% | 100.0% | 4.39 | untouched |
| Prepare treatment rooms for surgery. | 0.0% | 0.0% | 100.0% | 4.38 | untouched |
| Maintain instruments, equipment, or machinery to ensure proper working condition. | 0.0% | 0.0% | 100.0% | 4.30 | untouched |
| Dress and suture wounds and apply splints or other protective devices. | 0.0% | 0.0% | 100.0% | 4.22 | untouched |
| Provide assistance with animal euthanasia and the disposal of remains. | 0.0% | 0.0% | 100.0% | 4.18 | untouched |
| Bathe animals, clip nails or claws, and brush or cut animals' hair. | 0.0% | 0.0% | 100.0% | 3.61 | untouched |
| Conduct specialized procedures, such as animal branding or tattooing or hoof trimming. | 0.0% | 0.0% | 100.0% | 3.24 | 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.