Somewhat Resilient

Last Update: 11/4/2026

AI Resilience Score for Radiologists:

49.6%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Low

Sustained economic opportunity

High

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient radiology is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For radiologists, all nine sources had data, but they split on AI exposure: AI Resilience Model and Anthropic saw significant automation risk in image reading, while OpenAI Signals was more optimistic and others landed in the middle, so confidence stays medium. Strong pay and mobility help, but weak hiring demand pulls the score toward "Somewhat Resilient."

AI Resilience Report forRadiologists

$420,860 median salary•700 annual openings•SOC Code: 29-1224.00

Radiologists are somewhat less resilient to AI impacts than most occupations, according to our analysis of 8 sources.

Radiology is labeled "Somewhat Resilient" because AI is already doing a lot of the heavy lifting in this field, with tools that flag urgent scans, measure tumors, and even draft parts of reports, meaning the day-to-day workflow is genuinely changing in big ways. That said, radiologists are not being replaced because AI and humans catch different kinds of mistakes, and the strongest outcomes come from working together rather than one replacing the other.

Learn more about how you can thrive in this position

This role is somewhat resilient

Radiology is labeled "Somewhat Resilient" because AI is already doing a lot of the heavy lifting in this field, with tools that flag urgent scans, measure tumors, and even draft parts of reports, meaning the day-to-day workflow is genuinely changing in big ways. That said, radiologists are not being replaced because AI and humans catch different kinds of mistakes, and the strongest outcomes come from working together rather than one replacing the other.

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Analysis of current AI resilience

Radiologists

Updated quarterly

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Latest AI news for Radiologists

These articles highlight the evolving landscape of radiology careers in the age of AI. For instance, the Rad AI Outcomes compendium shows how AI can enhance patient outcomes, emphasizing the need for radiologists to leverage these tools. Additionally, insights about a potential 33% reduction in workforce demand stress the importance of adaptability. Radiologists who embrace AI and integrate it into their practice can enhance their value, ensuring they remain essential in diagnosis and patient care despite technological advancements. This resilience will be key for future professionals in the field.

More Career Info

Career: Radiologists

They help diagnose medical issues by examining X-rays and scans, then work with doctors to decide on the best treatment for patients.

Alternate Titles

Diagnostic Radiologist · Nuclear Medicine Physician · Physician · Radiologist · Attending Physician · Interventional Neuroradiologist · Interventional Radiologist · Musculoskeletal Specialty Radiologist (MSK Specialty Radiologist) · Neuroradiologist · Nuclear Medicine Specialist

Employment & Wage Data

Median Wage

$420,860

Jobs (2025)

28,700

Growth (2025-35)

+3.4%

Annual Openings

700

Education

Doctoral or professional degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

96% ResilienceSupplemental

Perform interventional procedures such as image-guided biopsy, percutaneous transluminal angioplasty, transhepatic biliary drainage, or nephrostomy catheter placement.

2

95% ResilienceCore Task

Recognize or treat complications during and after procedures, including blood pressure problems, pain, oversedation, or bleeding.

3

92% ResilienceSupplemental

Administer radioisotopes to clinical patients or research subjects.

4

90% ResilienceCore Task

Establish or enforce standards for protection of patients or personnel.

5

90% ResilienceSupplemental

Establish and enforce radiation protection standards for patients and staff.

6

88% ResilienceCore Task

Participate in continuing education activities to maintain and develop expertise.

7

85% ResilienceCore Task

Participate in quality improvement activities including discussions of areas where risk of error is high.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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