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Physician
Based on 12 assessments · 3 from real users
23%
Low risk
Average realistic automation risk across all Physician profiles in the dataset.
Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context.
Score spread
Distribution across 12 profiles.
Middle half of Physicians score between 19% and 28%.
0%
50%
100%
Task breakdown by work type
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer input, real-world output — needs someone to act on it, not just software.
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Physician, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
Patient consultations: listening to symptoms, taking history, performing physical exams, explaining diagnoses and treatment options
deep expertise
social core
35%
AA
1%
Clinical decision-making: evaluating test results, reviewing imaging, synthesizing evidence to choose treatments, managing complex cases
deep expertise
29%
DD
27%
Care coordination: communicating with other providers, arranging tests/referrals, following up on results, managing patient transitions
15%
AD
29%
Procedures: performing examinations, injections, biopsies, minor surgical interventions, or other hands-on clinical work
deep expertise
social element
9%
AA
0%
Relationship building and emotional support: reassuring anxious patients, delivering difficult news, building trust, addressing patient concerns
deep expertise
social element
5%
AA
6%
Documentation and charting: writing notes, orders, prescriptions, referrals, and updating medical records
2%
AD
31%
Administrative and compliance tasks: prior authorizations, insurance reviews, quality reporting, continuing education
1%
DD
89%
Patient consultations: listening to symptoms, taking history, performing physical exams, explaining diagnoses and treatment options
deep expertise
social core
36%
AA
6%
Clinical decision-making: evaluating test results, reviewing imaging, synthesizing evidence to choose treatments, managing complex cases
deep expertise
25%
DD
32%
Documentation and charting: writing notes, orders, prescriptions, referrals, and updating medical records
20%
AD
37%
Procedures: performing examinations, injections, biopsies, minor surgical interventions, or other hands-on clinical work
deep expertise
social element
14%
AA
4%
Care coordination: communicating with other providers, arranging tests/referrals, following up on results, managing patient transitions
1%
AD
40%
Administrative and compliance tasks: prior authorizations, insurance reviews, quality reporting, continuing education
1%
DD
90%
Relationship building and emotional support: reassuring anxious patients, delivering difficult news, building trust, addressing patient concerns
deep expertise
social core
1%
AA
4%
Patient consultations: listening to symptoms, taking history, performing physical exams, explaining diagnoses and treatment options
deep expertise
social core
29%
AA
1%
Clinical decision-making: evaluating test results, reviewing imaging, synthesizing evidence to choose treatments, managing complex cases
27%
DD
65%
Procedures: performing examinations, injections, biopsies, minor surgical interventions, or other hands-on clinical work
deep expertise
social element
16%
AA
12%
Care coordination: communicating with other providers, arranging tests/referrals, following up on results, managing patient transitions
14%
AD
23%
Documentation and charting: writing notes, orders, prescriptions, referrals, and updating medical records
9%
AD
33%
Administrative and compliance tasks: prior authorizations, insurance reviews, quality reporting, continuing education
1%
DD
61%
Relationship building and emotional support: reassuring anxious patients, delivering difficult news, building trust, addressing patient concerns
deep expertise
social core
1%
AA
4%
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