Distribution across 36 profiles.
Middle half of Oncologists score between 22% and 29%.
0%
50%
100%
p10 · 18%
33% · p90
Task breakdown by work type
On-screen work23%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen44%
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer + action0%
Computer input, real-world output — needs someone to act on it, not just software.
Fully in-person34%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Oncologist, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Developing and updating personalized treatment plans (e.g., chemotherapy, radiation, immunotherapy, surgery) based on patient history, cancer type, and stage
deep expertisesocial element
32%AD
16%
Conducting patient consultations to explain diagnoses, discuss treatment options, address concerns, and provide emotional support
deep expertisesocial core
29%AA
0%
Collaborating with multidisciplinary teams (e.g., surgeons, radiologists, pathologists, nurses) to coordinate care and adjust treatment strategies
deep expertisesocial core
15%AA
0%
Monitoring patients during treatment for side effects, complications, or changes in condition, and adjusting care as needed
13%AD
38%
Staying updated on the latest cancer research, clinical trials, and emerging therapies to incorporate evidence-based practices into patient care
6%DD
54%
Documenting patient records, treatment plans, and progress notes in electronic health records (EHR) systems
1%AD
52%
Reviewing and interpreting medical imaging (e.g., CT scans, MRIs, PET scans) and lab results to diagnose cancer or assess disease progression
1%DD
47%
TaskTimeTypeExposure
Developing and updating personalized treatment plans (e.g., chemotherapy, radiation, immunotherapy, surgery) based on patient history, cancer type, and stage
deep expertisesocial element
35%AD
19%
Conducting patient consultations to explain diagnoses, discuss treatment options, address concerns, and provide emotional support
deep expertisesocial core
18%AA
0%
Reviewing and interpreting medical imaging (e.g., CT scans, MRIs, PET scans) and lab results to diagnose cancer or assess disease progression
15%DD
54%
Monitoring patients during treatment for side effects, complications, or changes in condition, and adjusting care as needed
10%AD
25%
Documenting patient records, treatment plans, and progress notes in electronic health records (EHR) systems
10%AD
50%
Collaborating with multidisciplinary teams (e.g., surgeons, radiologists, pathologists, nurses) to coordinate care and adjust treatment strategies
some context neededsocial core
9%AA
9%
Staying updated on the latest cancer research, clinical trials, and emerging therapies to incorporate evidence-based practices into patient care
1%DD
68%
TaskTimeTypeExposure
Collaborating with multidisciplinary teams (e.g., surgeons, radiologists, pathologists, nurses) to coordinate care and adjust treatment strategies
deep expertisesocial core
22%AA
5%
Monitoring patients during treatment for side effects, complications, or changes in condition, and adjusting care as needed
19%AD
30%
Reviewing and interpreting medical imaging (e.g., CT scans, MRIs, PET scans) and lab results to diagnose cancer or assess disease progression
18%DD
67%
Developing and updating personalized treatment plans (e.g., chemotherapy, radiation, immunotherapy, surgery) based on patient history, cancer type, and stage
15%AD
28%
Documenting patient records, treatment plans, and progress notes in electronic health records (EHR) systems
10%AD
56%
Staying updated on the latest cancer research, clinical trials, and emerging therapies to incorporate evidence-based practices into patient care
7%DD
62%
Conducting patient consultations to explain diagnoses, discuss treatment options, address concerns, and provide emotional support
deep expertisesocial core
6%AA
0%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.
