AI exposure: Hospitalists
Provide inpatient care predominantly in settings such as medical wards, acute care units, intensive care units, rehabilitation centers, or emergency rooms. Manage and coordinate patient care throughout treatment.
Reading this score
computedHospitalists 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 22.5% of the weighted task load comes out as exposed, because 31.9% 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 accountability. Across this occupation's 14 tasks it averages 2.61 out of 3, the highest of the five friction dimensions. In plain terms, someone licensed has to sign the work. Capability and permission are different things. Where a statute or a professional body requires a named, liable human to approve the output, the work can be drafted by a machine and still require the person.
The most exposed thing this job does is Admit patients for hospital stays, at 45.0%. The least is Train or supervise medical students, residents, or other health professionals, at 5.0%. A gap of 40.0% 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 20 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 14 tasks, 3 are currently banded exposed, 8 assisted and 3 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 | 2.14 | 0-4 |
| Embodiment | 0.43 | 0-3 |
| Presence | 1.64 | 0-3 |
| Accountability | 2.61 | 0-3 |
| Context | 1.89 | 0-3 |
| Verification cost | 2.61 | 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
14 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Admit patients for hospital stays. | 45.0% | 30.0% | 25.0% | 4.84 | exposed |
| Write patient discharge summaries and send them to primary care physicians. | 37.9% | 49.6% | 12.5% | 4.72 | assisted |
| Conduct discharge planning and discharge patients. | 30.0% | 45.0% | 25.0% | 4.80 | assisted |
| Attend inpatient consultations in areas of specialty. | 30.0% | 20.0% | 50.0% | 4.39 | exposed |
| Participate in continuing education activities to maintain or enhance knowledge and skills. | 30.0% | 20.0% | 50.0% | 4.28 | exposed |
| Order or interpret the results of tests such as laboratory tests and radiographs (x-rays). | 29.2% | 33.3% | 37.5% | 4.88 | assisted |
| Communicate with patients' primary care physicians upon admission, when treatment plans change, or at discharge to maintain continuity and quality of care. | 25.0% | 50.0% | 25.0% | 4.36 | assisted |
| Direct or support quality improvement projects or safety programs. | 20.0% | 30.0% | 50.0% | 4.04 | assisted |
| Refer patients to medical specialists, social services, or other professionals as appropriate. | 16.7% | 33.3% | 50.0% | 4.64 | assisted |
| Direct the operations of short stay or specialty units. | 16.7% | 33.3% | 50.0% | 3.91 | assisted |
| Diagnose, treat, or provide continuous care to hospital inpatients. | 10.0% | 40.0% | 50.0% | 4.92 | assisted |
| Prescribe medications or treatment regimens to hospital inpatients. | 8.3% | 16.7% | 75.0% | 4.92 | untouched |
| Direct, coordinate, or supervise the patient care activities of nursing or support staff. | 5.0% | 20.0% | 75.0% | 4.58 | untouched |
| Train or supervise medical students, residents, or other health professionals. | 5.0% | 20.0% | 75.0% | 3.77 | 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.