Analyze test data or images to inform diagnosis or treatment
Most of the output can be produced by software today.
Software can pull the data, run the comparison and write up what it found. The accuracy depends almost entirely on whether it is wired into the real system of record rather than a stale copy, which is the problem the tools and auth layer exists to solve.
| How automatable | Mostly automatable |
|---|---|
| Kind of work | Analysis and evaluation work |
| Jobs that do it | 37 occupations |
| Tool categories that apply | Builders, Tools and auth |
| O*NET activity | Analyzing Data or Information (4.A.2.a.4) |
What this looks like on the job
Not our paraphrase. These are real task statements recorded against this activity, spread across the 37 occupations that perform it.
- Analyze x-rays to locate the sources of patients' difficulties and to rule out fractures or diseases as sources of problems.
- Analyze test results and develop a treatment plan.
- Interpret diagnostic test results for deviations from normal.
- Diagnose diseases and deformities of the foot using medical histories, physical examinations, x-rays, and laboratory test results.
- Operate diagnostic equipment, such as radiographic or ultrasound equipment, and interpret the resulting images.
- Order, interpret, and evaluate diagnostic tests to identify and assess patient's condition.
- Interpret information obtained from electrocardiograms (EKGs) or radiographs (x-rays).
- Interpret diagnostic or laboratory tests, such as electrocardiograms (EKGs) and renal functioning tests.
- Evaluate patients' vital signs or laboratory data to determine emergency intervention needs.
- Perform or evaluate the results of diagnostic tests, such as radiographs (x-rays) and electrocardiograms (EKGs).
- Order and interpret diagnostic or laboratory tests.
- Order, perform, or interpret the results of diagnostic tests, such as complete blood counts (CBCs), electrocardiograms (EKGs), and radiographs (x-rays).
- Evaluate hearing and balance disorders to determine diagnoses and courses of treatment.
- Compare measurements of heart wall thickness and chamber sizes to standards to identify abnormalities, using the results of an echocardiogram.
- Analyze records, examination information, or test results to diagnose medical conditions.
- Order, perform, and interpret tests and analyze records, reports, and examination information to diagnose patients' condition.
- Analyze records, reports, test results, or examination information to diagnose medical condition of patient.
- Interpret the results of neuroimaging studies, such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.
What we would actually use
One recommendation rather than a shortlist, because a shortlist is just your problem handed back. This is what we would buy for analysis and evaluation work, and what it costs.
Start in the assistant with an export of the real data, because the accuracy problem here is a stale copy rather than a weak model. Make, at $9 a month, is the cheapest way to put the pull on a schedule once the analysis is worth repeating.
Chosen for the cheapest thing that does the job, not the best funded. Nothing on this site is sponsored, and the full landscape is there when you want to disagree with us.
The rest of the category
Context, not alternatives to weigh up. We name the layer rather than promise a named product does your specific task.
Matched from the kind of work, not from vendor marketing. Check any of them can reach the system your records actually live in — that connection, not the model, is where these projects stall.
How people actually do it
No workflow names this activity yet, but these automate the same kind of work, with the prompts to paste and what to keep for yourself.
Who does this work
37 occupations in the O*NET database perform this activity. Each one has a full breakdown of its other tasks.
- Acupuncturists
- Acute Care Nurses
- Advanced Practice Psychiatric Nurses
- Allergists and Immunologists
- Audiologists
- Cardiologists
- Cardiovascular Technologists and Technicians
- Chiropractors
- Critical Care Nurses
- Diagnostic Medical Sonographers
- Emergency Medicine Physicians
- Family Medicine Physicians
- General Internal Medicine Physicians
- Genetic Counselors
- Hospitalists
- Medical and Clinical Laboratory Technicians
- Midwives
- Naturopathic Physicians
- Neurologists
- Nurse Anesthetists
- Nurse Midwives
- Nurse Practitioners
- Obstetricians and Gynecologists
- Ophthalmologists, Except Pediatric
- Optometrists
- Orthopedic Surgeons, Except Pediatric
- Orthoptists
- Pediatric Surgeons
- Physician Assistants
- Physicians, Pathologists
- Podiatrists
- Psychiatrists
- Radiologists
- Registered Nurses
- Sports Medicine Physicians
- Urologists
- Veterinarians
Work that goes with it
O*NET groups these under “Analyze health or medical data”. In practice they tend to be done by the same person, in the same sitting.
Method. The activity, its taxonomy placement and the occupations that perform it come straight from the public-domain O*NET 30.3 database. The automatability band is ours: we map each of O*NET’s 41 generalized work activities to how much of its output current software can produce, assuming a person still reviews and owns the result. It is a coarse three-way judgment on purpose. A precise-looking percentage here would be invented.