Side-by-Side Comparison
Internists, General leads 4–0| Metric | Neurologists | Internists, General |
|---|---|---|
| Risk Score | 26.8% | 26.4% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 25th | 23th |
| Tasks at Risk (>50%) | 5 / 15 | 2 / 15 |
| Median Salary | N/A | N/A |
| Employment | N/A | N/A |
Skill Comparison
|
Sorted by largest difference
Training and Teaching Others
Customer and Personal Service
Performing Administrative Activities
Identifying Objects, Actions, and Events
Judging the Qualities of Things, Services, or People
Sociology and Anthropology
Estimating the Quantifiable Characteristics of Products, Events, or Information
Guiding, Directing, and Motivating Subordinates
Performing for or Working Directly with the Public
Provide Consultation and Advice to Others
Public Safety and Security
MathematicsAI-Vulnerable
Protective Factors
Higher values indicate stronger protection against AI displacement
Neurologists
39%
total discount
Internists, General
38%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Neurologists
5 of 15 at risk86%Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes.
59%Develop treatment plans based on diagnoses and on evaluation of factors such as age and general health, or procedural risks and costs.
59%Interpret the results of neuroimaging studies such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.
53%Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.
51%Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.
Internists, General
2 of 15 at risk65%Collect, record, and maintain patient information, such as medical history, reports, or examination results.
53%Monitor patients' conditions and progress and reevaluate treatments as necessary.
49%Make diagnoses when different illnesses occur together or in situations where the diagnosis may be obscure.
49%Refer patient to medical specialist or other practitioner when necessary.
49%Analyze records, reports, test results, or examination information to diagnose medical condition of patient.
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Displacement Timeline Comparison
Neurologists2028–2035
Internists, General2028–2035
20242030203520402045
Internists, General has a longer runway before significant displacement, projected 0 years later than Neurologists.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Neurologists
0
Unique to Internists,
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
NeurologistsInternists, General