Takeover Tracker
28%medium risk

Radiologists

Examine and diagnose disorders and diseases using x-rays and radioactive materials. May treat patients.

Higher risk than 30% of occupations
Checking for existing plan...

How AI Impacts Each Task

29 tasks analyzed

Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians.

Risk: 78.0%AI: 72EstimatedTime: 4%

Prepare comprehensive interpretive reports of findings.

Risk: 50.4%AI: 58.55ObservedTime: 8%

Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound.

Risk: 48.7%AI: 54.35ObservedTime: 15%

Review or transmit images and information using picture archiving or communications systems.

Risk: 66.2%AI: 42.4ObservedTime: 4%

Communicate examination results or diagnostic information to referring physicians, patients, or families.

Risk: 38.2%AI: 58.1ObservedTime: 8%

Evaluate medical information to determine patients' risk factors, such as allergies to contrast agents, or to make decisions regarding the appropriateness of procedures.

Risk: 47.0%AI: 50EstimatedTime: 4%

Provide counseling to radiologic patients to explain the processes, risks, benefits, or alternative treatments.

Risk: 23.0%AI: 20EstimatedTime: 2%

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

Risk: 9.0%AI: 0EstimatedTime: 5%

Administer or maintain conscious sedation during and after procedures.

Risk: 9.0%AI: 0EstimatedTime: 2%

Instruct radiologic staff in desired techniques, positions, or projections.

Risk: 27.0%AI: 30EstimatedTime: 2%

Confer with medical professionals regarding image-based diagnoses.

Risk: 29.0%AI: 35EstimatedTime: 5%

Coordinate radiological services with other medical activities.

Risk: 31.0%AI: 40EstimatedTime: 2%

Document the performance, interpretation, or outcomes of all procedures performed.

Risk: 62.3%AI: 32.83ObservedTime: 4%

Interpret images using computer-aided detection or diagnosis systems.

Risk: 59.0%AI: 80EstimatedTime: 4%

Establish or enforce standards for protection of patients or personnel.

Risk: 74.0%AI: 62EstimatedTime: 2%

Develop or monitor procedures to ensure adequate quality control of images.

Risk: 53.0%AI: 65EstimatedTime: 2%

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

Risk: 35.0%AI: 20EstimatedTime: 2%

Serve as an offsite teleradiologist for facilities that do not have on-site radiologists.

Risk: 57.0%AI: 75EstimatedTime: 2%

Administer radiopaque substances by injection, orally, or as enemas to render internal structures and organs visible on x-ray films or fluoroscopic screens.

Risk: 9.0%AI: 0EstimatedTime: 2%

Develop treatment plans for radiology patients.

Risk: 49.0%AI: 55EstimatedTime: 2%

Participate in continuing education activities to maintain and develop expertise.

Risk: 66.0%AI: 42EstimatedTime: 2%

Treat malignant internal or external growths by exposure to radiation from radiographs (x-rays), high energy sources, or natural or synthetic radioisotopes.

Risk: 13.0%AI: 10EstimatedTime: 2%

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

Risk: 29.0%AI: 35EstimatedTime: 2%

Conduct physical examinations to inform decisions about appropriate procedures.

Risk: 9.0%AI: 0EstimatedTime: 2%

Supervise and teach residents or medical students.

Risk: 23.0%AI: 20EstimatedTime: 2%

Implement protocols in areas such as drugs, resuscitation, emergencies, power failures, or infection control.

Risk: 70.0%AI: 52EstimatedTime: 2%

Schedule examinations and assign radiologic personnel.

Risk: 86.0%AI: 92EstimatedTime: 2%

Provide advice on types or quantities of radiology equipment needed to maintain facilities.

Risk: 51.0%AI: 60EstimatedTime: 2%

Participate in research projects involving radiology.

Risk: 53.0%AI: 65EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Radiologists skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.4pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.8pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.8pt risk

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Score History

Risk score over 2 scoring runs

-3.1

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Some College2%
Associate's Degree1%
Bachelor's Degree11%
Level 108%
Level 1110%
Level 1268%

Prior Experience Needed

Work experience required to enter this job

None19%
3-6 months1%
6 months - 1 year9%
1-2 years9%
2-4 years12%
4-6 years30%
6-8 years13%
Over 10 years6%

Training Provided After Hiring

How long it typically takes to learn on the job

None25%
Up to 1 month42%
1-3 months2%
3-6 months1%
6 months - 1 year19%
4-6 years11%

Related News

Recent articles about AI affecting this occupation

5 articles

Aidoc's $150M Funding Accelerates AI Automation in Medical Imaging

Backed by Goldman Sachs, Aidoc has secured massive funding to expand its AI diagnostic technology. This investment signals a rapid shift in healthcare, where radiologists and technicians will increasingly rely on algorithmic imaging tools.

MobiHealthNewsyesterday

Healthcare Leaders Debate AI's Role in Medical Diagnostics

Industry executives are pushing patients to rely on AI for health analysis, sparking debate over the future role of human physicians. While full replacement isn't imminent, the shift threatens to commoditize routine diagnostic work.

CNBC Techyesterday

The Next Wave of Radiology AI is Coming

The "first wave" of radiology AI was attempting to add AI to existing software. Now, AI native tools are coming to market.

Out Of Pocketyesterday

How AI is Reshaping Radiology Roles in Women's Healthcare

New diagnostic tools are augmenting medical professionals by improving imaging accuracy and personalizing patient care. Rather than replacing doctors, the technology is helping practitioners address historical gender biases in medical research.

Forbes AI4d ago

Physician Burnout Drops to 42% as Medical Workforce Stabilizes

Emergency medicine and radiology face the highest stress levels, while dermatology and infectious disease doctors report the lowest. The AMA data highlights ongoing structural challenges in high-pressure medical specialties.

Fierce HealthcareApr 20

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis