Takeover Tracker

30%medium risk
Pathologists
vs

49 shared · 35 different

core competencies

25%low risk
Dermatologists

Side-by-Side Comparison

MetricPathologistsDermatologists
Risk Score30.0%24.9%
Risk TierMedium RiskLow Risk
Risk Percentile39th19th
Tasks at Risk (>50%)7 / 154 / 15
Median SalaryN/AN/A
EmploymentN/AN/A

Skill Comparison

|

Sorted by largest difference

Biology
Computers and Electronics
Clerical
Chemistry
English Language
Assisting and Caring for Others
Education and Training
Interpreting the Meaning of Information for Others
Personnel and Human Resources
Thinking Creatively
Communicating with Persons Outside Organization
Updating and Using Relevant Knowledge

Protective Factors

Higher values indicate stronger protection against AI displacement

Pathologists

37%

total discount

Dermatologists

36%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Pathologists

7 of 15 at risk
85%Write pathology reports summarizing analyses, results, and conclusions.
73%Manage medical laboratories.
57%Conduct genetic analyses of deoxyribonucleic acid (DNA) or chromosomes to diagnose small biopsies and cell samples.
55%Identify the etiology, pathogenesis, morphological change, and clinical significance of diseases.
53%Review cases by analyzing autopsies, laboratory findings, or case investigation reports.

Dermatologists

4 of 15 at risk
86%Record patients' health histories.
54%Conduct complete skin examinations.
51%Refer patients to other specialists, as needed.
50%Recommend diagnostic tests based on patients' histories and physical examination findings.
49%Diagnose and treat pigmented lesions such as common acquired nevi, congenital nevi, dysplastic nevi, Spitz nevi, blue nevi, or melanoma.

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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Pathologists: Not yetDermatologists: Not yet