Animal Breeders
Life, Physical & Social SciencesAI exposure
- Data source: BLSPublished: 2026-08
Moderate· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.000
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.20
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 86% score at or above this value.
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks only| Task | Claude.aiRaw / share % |
|---|---|
Examine animals to detect symptoms of illness or injury.45-2021 | 0.0047100.0 |
| Not observed on any surface — 20 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Feed and water animals, and clean and disinfect pens, cages, yards, and hutches. | —0 |
Place vaccines in drinking water, inject vaccines, or dust air with vaccine powder to protect animals from diseases. | —0 |
Select animals to be bred, and semen specimens to be used, according to knowledge of animals, genealogies, traits, and desired offspring characteristics. | —0 |
Treat minor injuries and ailments and contact veterinarians to obtain treatment for animals with serious illnesses or injuries. | —0 |
Observe animals in heat to detect approach of estrus and exercise animals to induce or hasten estrus, if necessary. | —0 |
Record animal characteristics such as weights, growth patterns, and diets. | —0 |
Exhibit animals at shows. | —0 |
Build hutches, pens, and fenced yards. | —0 |
Clip or shear hair on animals. | —0 |
Attach rubber collecting sheaths to genitals of tethered bull and stimulate animal's organ to induce ejaculation. | —0 |
Package and label semen to be used for artificial insemination, recording information such as the date, source, quality, and concentration. | —0 |
Prepare containers of semen for freezing and storage or shipment, placing them in dry ice or liquid nitrogen. | —0 |
Maintain logs of semen specimens used and animals bred. | —0 |
Arrange for sale of animals and eggs to hospitals, research centers, pet shops, and food processing plants. | —0 |
Measure specified amounts of semen into calibrated syringes, and insert syringes into inseminating guns. | —0 |
Inject prepared animal semen into female animals for breeding purposes, by inserting nozzle of syringe into vagina and depressing syringe plunger. | —0 |
Adjust controls to maintain specific building temperatures required for animals' health and safety. | —0 |
Examine semen microscopically to assess and record density and motility of gametes, and dilute semen with prescribed diluents, according to formulas. | —0 |
Brand, tattoo, or tag animals to allow animal identification. | —0 |
Perform procedures such as animal dehorning or castration. | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Record animal characteristics such as weights, growth patterns, and diets.O*NET Task ID 8238 | 1.0 |
Maintain logs of semen specimens used and animals bred.O*NET Task ID 8245 | 1.0 |
Examine animals to detect symptoms of illness or injury.O*NET Task ID 8233 | 0.5 |
Select animals to be bred, and semen specimens to be used, according to knowledge of animals, genealogies, traits, and desired offspring characteristics.O*NET Task ID 8235 | 0.5 |
Arrange for sale of animals and eggs to hospitals, research centers, pet shops, and food processing plants.O*NET Task ID 8246 | 0.5 |
Feed and water animals, and clean and disinfect pens, cages, yards, and hutches.O*NET Task ID 8232 | 0.0 |
Place vaccines in drinking water, inject vaccines, or dust air with vaccine powder to protect animals from diseases.O*NET Task ID 8234 | 0.0 |
Treat minor injuries and ailments and contact veterinarians to obtain treatment for animals with serious illnesses or injuries.O*NET Task ID 8236 | 0.0 |
Observe animals in heat to detect approach of estrus and exercise animals to induce or hasten estrus, if necessary.O*NET Task ID 8237 | 0.0 |
Exhibit animals at shows.O*NET Task ID 8239 | 0.0 |
Build hutches, pens, and fenced yards.O*NET Task ID 8240 | 0.0 |
Clip or shear hair on animals.O*NET Task ID 8241 | 0.0 |
Attach rubber collecting sheaths to genitals of tethered bull and stimulate animal's organ to induce ejaculation.O*NET Task ID 8242 | 0.0 |
Package and label semen to be used for artificial insemination, recording information such as the date, source, quality, and concentration.O*NET Task ID 8243 | 0.0 |
Prepare containers of semen for freezing and storage or shipment, placing them in dry ice or liquid nitrogen.O*NET Task ID 8244 | 0.0 |
Measure specified amounts of semen into calibrated syringes, and insert syringes into inseminating guns.O*NET Task ID 8247 | 0.0 |
Inject prepared animal semen into female animals for breeding purposes, by inserting nozzle of syringe into vagina and depressing syringe plunger.O*NET Task ID 8248 | 0.0 |
Adjust controls to maintain specific building temperatures required for animals' health and safety.O*NET Task ID 8249 | 0.0 |
Examine semen microscopically to assess and record density and motility of gametes, and dilute semen with prescribed diluents, according to formulas.O*NET Task ID 8250 | 0.0 |
Brand, tattoo, or tag animals to allow animal identification.O*NET Task ID 8251 | 0.0 |
Perform procedures such as animal dehorning or castration.O*NET Task ID 8252 | 0.0 |
Purchase and stock supplies of feed and medicines.O*NET Task ID 21080 | 0.0 |
Bathe and groom animals.O*NET Task ID 21081 | 0.0 |
Exercise animals to keep them in healthy condition.O*NET Task ID 21082 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page