AITakeover 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

AI Impact Summary

Radiologists faces moderate AI displacement risk with a score of 28/100. This occupation has higher AI displacement risk than 30% of all analyzed occupations. Of 29 analyzed tasks, 3 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

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.

AI-Augmented Skills (7)

WritingCritical ThinkingJudgment and Decision MakingMonitoringActive LearningSystems AnalysisTechnology Design

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.

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%

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%

Protective Factors

Total protective discount: 36.7%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailConcern for OthersDependabilityAnalytical ThinkingIntegrityAchievement/EffortSelf ControlPersistenceStress ToleranceCooperationInitiativeIndependence
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Radiologists professionals should diversify beyond them.

  • Reading Comprehension

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

  • Information Ordering

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

  • Mathematics

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

  • Memorization

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

  • Mathematics

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

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Complex Problem Solving

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

  • Adaptability/Flexibility

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

  • Leadership

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

  • Social Perceptiveness

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

  • Instructing

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

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

-3.1

overall change

Checking for existing plan...