INDEX/JOBS/RADIOLOGIST
HEALTHCAREMODERATE EXPOSUREREPORT ID #3146

Radiologist.

Radiology faces the most direct AI impact of any medical specialty — image classification models match or exceed human accuracy on many scan types. However, complex cases, clinical integration, and accountability remain physician-owned.

EXPOSURE
52%
↑ 2.1pp vs Q1
RESILIENCE
62
durable index
MEDIAN PAY
$486k
$312k – $648k
10Y GROWTH
+2%
Little change
020406080100
// EXPOSURE
0%
Radiologists
THE TASK-LEVEL VERDICT
DATA-ANALYSIS
RESEARCH-SYNTHESIS
DOCUMENT-ANALYSIS
Where the score comes from

Time spent, weighted by AI capability.

Distribution by class
40%
28%
32%
AI-Substitutable
AI-Assisted
Human-Critical
Task breakdown
All 7 canonical tasks
Task Exposure ClassificationTime share
01Routine scan reading (chest X-ray, CT)
84%
AI-Substitutable28%
02Write radiology reports
78%
AI-Assisted18%
03Detect common pathologies
76%
AI-Substitutable12%
04Quality assurance and second reads
58%
AI-Assisted10%
05Complex multi-system case interpretation
24%
Human-Critical14%
06Clinical correlation and consultation
16%
Human-Critical8%
07Interventional procedures
8%
Human-Critical10%
Task profile · radar
Where the work concentrates.
COGNITIVE92CREATIVE38MANUAL54SOCIAL48PROCEDURAL88JUDGEMENT86
Procedural and Cognitive tasks dominate this role — both highly model-addressable. Social and Judgement axes are smaller but more resilient.
Capability creep · 8 years
Exposure climbed 34pp since 2018.
'18'20'22'24'26
Editorial signals

What the data is telling us.

INSIGHT · 01
EXPOSURE SIGNAL
AI achieves radiologist-level accuracy on diabetic retinopathy, chest X-ray abnormalities, and several cancer screening tasks. Routine reads are the highest-exposure area.
INSIGHT · 02
AUGMENTATION SIGNAL
AI-assisted reading is the likely near-term model — radiologists supervise and validate AI outputs, reducing turnaround time and improving throughput.
INSIGHT · 03
RESILIENCE SIGNAL
Complex cases, interventional procedures, and clinical correlation require the full physician. Accountability and malpractice law keeps radiologists central to diagnostic medicine.
Resilient adjacencies

Where radiologists move next.

Pathologist
Moderate
48%
-4pp vs Radiologist
Physician
Low
34%
-18pp vs Radiologist
AI Medical Imaging Specialist
Moderate
58%
6pp vs Radiologist
Interventional Radiologist
Low
28%
-24pp vs Radiologist
Nuclear Medicine Physician
Moderate
44%
-8pp vs Radiologist
Community pulse
Has AI already changed your work?
12,408 radiologists responded in the last 30 days.
← Cast your vote to see the breakdown
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Radiologist
52%
AI-Exposed
48% remain human-critical
TASKEXPOSED.COM/JOBS/RADIOLOGISTRESEARCH BRIEF · MAY 2026
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FAQ

Common questions about Radiologist AI exposure.

What is the AI exposure score for Radiologists?

Radiologists have an overall AI exposure score of 52%, meaning approximately 52% of their time-weighted tasks can be substantially assisted or substituted by current frontier AI models. This places the role in the "Moderate" exposure category.

Will AI replace Radiologists?

AI is unlikely to fully replace Radiologists in the near term. The 48% of tasks classified as Human-Critical — including Complex multi-system case interpretation and Interventional procedures — remain strongly human-dependent. AI is more likely to augment the role, raising productivity and shifting focus toward higher-judgment work.

What tasks are most exposed to AI for Radiologists?

The most AI-exposed tasks for Radiologists include: Routine scan reading (chest X-ray, CT), Detect common pathologies. These have exposure scores of 84%, 76% respectively.

What skills should Radiologists develop to stay resilient?

Radiologists should focus on developing skills in areas that AI struggles with: Complex multi-system case interpretation, Interventional procedures, Clinical correlation and consultation. Adjacent careers with lower exposure include Pathologist and Physician.