Takeover Tracker

27%medium risk
Neurologists
vs

62 shared · 26 different

core competencies

26%medium risk
Internists, General

Side-by-Side Comparison

MetricNeurologistsInternists, General
Risk Score26.8%26.4%
Risk TierMedium RiskMedium Risk
Risk Percentile25th23th
Tasks at Risk (>50%)5 / 152 / 15
Median SalaryN/AN/A
EmploymentN/AN/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 risk
86%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 risk
65%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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Head-to-head task automation timeline
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Career transition paths from each job
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Combined protective factor strategy
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