AI exposure: Allergists and Immunologists
Diagnose, treat, and help prevent allergic diseases and disease processes affecting the immune system.
Reading this score
computedAllergists and Immunologists is one of the unusual cases where capability and friction are both high. Current systems can produce a great deal of this work, with average capability across its tasks at 2.1 out of 4. Only 20.2% of the weighted task load comes out as exposed, because 32.5% of it runs into something structural. Jobs in this band tend not to disappear. They change shape, and the person stays.
What holds the line here is verification cost. Across this occupation's 16 tasks it averages 2.78 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 Document patients' medical histories, at 53.3%. The least is Conduct physical examinations of patients, at 3.3%. A gap of 50.0% 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 more exposed than most. The median across the 89 roles in the group is 18.4%, and only 34 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 16 tasks, 3 are currently banded exposed, 9 assisted and 4 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 | 2.09 | 0-4 |
| Embodiment | 0.81 | 0-3 |
| Presence | 1.62 | 0-3 |
| Accountability | 2.62 | 0-3 |
| Context | 1.88 | 0-3 |
| Verification cost | 2.78 | 0-3 |
What this means in practice
Roles in this band tend to change shape rather than disappear. The output gets drafted faster and the person moves toward review, judgment and accountability. The useful question is not whether to use these tools but who is trusted to sign off on what they produce.
Task by task
16 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Document patients' medical histories. | 53.3% | 46.7% | 0.0% | 4.76 | exposed |
| Interpret diagnostic test results to make appropriate differential diagnoses. | 40.0% | 35.0% | 25.0% | 4.77 | exposed |
| Develop individualized treatment plans for patients, considering patient preferences, clinical data, or the risks and benefits of therapies. | 30.0% | 45.0% | 25.0% | 4.72 | assisted |
| Assess the risks and benefits of therapies for allergic and immunologic disorders. | 30.0% | 45.0% | 25.0% | 4.51 | assisted |
| Engage in self-directed learning and continuing education activities. | 30.0% | 20.0% | 50.0% | 4.12 | exposed |
| Present research findings at national meetings or in peer-reviewed journals. | 23.3% | 26.7% | 50.0% | 3.32 | assisted |
| Order or perform diagnostic tests such as skin pricks and intradermal, patch, or delayed hypersensitivity tests. | 20.0% | 30.0% | 50.0% | 4.79 | assisted |
| Conduct laboratory or clinical research on allergy or immunology topics. | 20.0% | 30.0% | 50.0% | 3.60 | assisted |
| Provide allergy or immunology consultation or education to physicians or other health care providers. | 16.7% | 33.3% | 50.0% | 3.92 | assisted |
| Educate patients about diagnoses, prognoses, or treatments. | 13.3% | 36.7% | 50.0% | 4.79 | assisted |
| Coordinate the care of patients with other health care professionals or support staff. | 13.3% | 36.7% | 50.0% | 4.31 | assisted |
| Diagnose or treat allergic or immunologic conditions. | 10.0% | 40.0% | 50.0% | 4.81 | assisted |
| Perform allergen provocation tests such as nasal, conjunctival, bronchial, oral, food, or medication challenges. | 8.8% | 28.7% | 62.5% | 4.20 | untouched |
| Prescribe medication such as antihistamines, antibiotics, and nasal, oral, topical, or inhaled glucocorticosteroids. | 8.3% | 16.7% | 75.0% | 4.78 | untouched |
| Provide therapies, such as allergen immunotherapy or immunoglobin therapy, to treat immune conditions. | 3.3% | 21.7% | 75.0% | 4.69 | untouched |
| Conduct physical examinations of patients. | 3.3% | 21.7% | 75.0% | 4.59 | 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.