AI exposure: Animal Breeders
Select and breed animals according to their genealogy, characteristics, and offspring. May require knowledge of artificial insemination techniques and equipment use. May involve keeping records on heats, birth intervals, or pedigree.
Reading this score
computedAt 16.0% of weighted task load, Animal Breeders sits at the 25th percentile, below the point where a job's centre of gravity has moved. 73.9% 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 embodiment. Across this occupation's 21 tasks it averages 2.33 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.
The most exposed thing this job does is Record animal characteristics such as weights, growth patterns, and diets, at 73.3%. The least is Examine semen microscopically to assess and record density and motility of gametes, and dilute..., 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 farming, fishing and forestry occupations, this one is more exposed than most. The median across the 12 roles in the group is 9.0%, and only 3 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 21 tasks, 6 are currently banded exposed, 0 assisted and 15 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 | 1.07 | 0-4 |
| Embodiment | 2.33 | 0-3 |
| Presence | 1.64 | 0-3 |
| Accountability | 1.17 | 0-3 |
| Context | 1.57 | 0-3 |
| Verification cost | 1.40 | 0-3 |
Task by task
21 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Record animal characteristics such as weights, growth patterns, and diets. | 73.3% | 26.7% | 0.0% | 3.96 | exposed |
| Maintain logs of semen specimens used and animals bred. | 73.3% | 26.7% | 0.0% | 3.96 | exposed |
| Purchase and stock supplies of feed and medicines. | 55.0% | 20.0% | 25.0% | 4.42 | exposed |
| Exhibit animals at shows. | 50.0% | 25.0% | 25.0% | 3.07 | exposed |
| Adjust controls to maintain specific building temperatures required for animals' health and safety. | 33.3% | 16.7% | 50.0% | 4.00 | exposed |
| Arrange for sale of animals and eggs to hospitals, research centers, pet shops, and food processing plants. | 26.7% | 23.3% | 50.0% | 4.49 | exposed |
| Package and label semen to be used for artificial insemination, recording information such as the date, source, quality, and concentration. | 16.2% | 21.2% | 62.5% | 3.08 | untouched |
| Treat minor injuries and ailments and contact veterinarians to obtain treatment for animals with serious illnesses or injuries. | 7.5% | 17.5% | 75.0% | 4.49 | untouched |
| Exercise animals to keep them in healthy condition. | 4.6% | 7.9% | 87.5% | 4.26 | untouched |
| Observe animals in heat to detect approach of estrus and exercise animals to induce or hasten estrus, if necessary. | 3.3% | 9.2% | 87.5% | 4.72 | untouched |
| Examine animals to detect symptoms of illness or injury. | 3.3% | 21.7% | 75.0% | 4.30 | untouched |
| Feed and water animals, and clean and disinfect pens, cages, yards, and hutches. | 0.0% | 0.0% | 100.0% | 4.76 | untouched |
| Select animals to be bred, and semen specimens to be used, according to knowledge of animals, genealogies, traits, and desired offspring characteristics. | 0.0% | 0.0% | 100.0% | 4.31 | untouched |
| Build hutches, pens, and fenced yards. | 0.0% | 0.0% | 100.0% | 3.97 | untouched |
| Brand, tattoo, or tag animals to allow animal identification. | 0.0% | 0.0% | 100.0% | 3.91 | untouched |
| Place vaccines in drinking water, inject vaccines, or dust air with vaccine powder to protect animals from diseases. | 0.0% | 0.0% | 100.0% | 4.49 | untouched |
| Bathe and groom animals. | 0.0% | 0.0% | 100.0% | 4.34 | untouched |
| Inject prepared animal semen into female animals for breeding purposes, by inserting nozzle of syringe into vagina and depressing syringe plunger. | 0.0% | 0.0% | 100.0% | 3.85 | untouched |
| Clip or shear hair on animals. | 0.0% | 0.0% | 100.0% | 3.58 | untouched |
| Measure specified amounts of semen into calibrated syringes, and insert syringes into inseminating guns. | 0.0% | 0.0% | 100.0% | 2.90 | untouched |
| Examine semen microscopically to assess and record density and motility of gametes, and dilute semen with prescribed diluents, according to formulas. | 0.0% | 0.0% | 100.0% | 2.68 | 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.