AITakeover Tracker
27%medium risk

Radiation Therapists

Provide radiation therapy to patients as prescribed by a radiologist according to established practices and standards. Duties may include reviewing prescription and diagnosis; acting as liaison with physician and supportive care personnel; preparing equipment, such as immobilization, treatment, and protection devices; and maintaining records, reports, and files. May assist in dosimetry procedures and tumor localization.

Higher risk than 21% of occupations

AI Impact Summary

Radiation Therapists faces moderate AI displacement risk with a score of 27/100. This occupation has higher AI displacement risk than 21% of all analyzed occupations. Of 22 analyzed tasks, 5 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.

Mathematics10%

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

Memorization5%

Memorization 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)

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.

Coordination70%

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

Service Orientation82%

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

Complex Problem Solving75%

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

Manual Dexterity80%

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

Instructing75%

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

AI-Augmented Skills (7)

Critical ThinkingMonitoringWritingActive LearningJudgment and Decision MakingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Radiation Therapists 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

-7.3pt risk+$6K/yr salary

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

-5pt risk+$5K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.8pt risk+$6K/yr salary

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 College9%
Post-Secondary Certificate3%
Associate's Degree50%
Bachelor's Degree38%

Prior Experience Needed

Work experience required to enter this job

None30%
3-6 months4%
6 months - 1 year9%
1-2 years33%
2-4 years16%
4-6 years4%
6-8 years2%
Over 10 years2%

Training Provided After Hiring

How long it typically takes to learn on the job

None4%
Up to 1 month5%
1-3 months9%
3-6 months17%
6 months - 1 year26%
1-2 years28%
2-4 years11%

How AI Impacts Each Task

22 tasks analyzed

Administer prescribed doses of radiation to specific body parts, using radiation therapy equipment according to established practices and standards.

Risk: 9.0%AI: 0EstimatedTime: 12%

Position patients for treatment with accuracy, according to prescription.

Risk: 9.0%AI: 0EstimatedTime: 10%

Follow principles of radiation protection for patient, self, and others.

Risk: 73.2%AI: 60EstimatedTime: 5%

Review prescription, diagnosis, patient chart, and identification.

Risk: 81.2%AI: 80EstimatedTime: 5%

Conduct most treatment sessions independently, in accordance with the long-term treatment plan and under the general direction of the patient's physician.

Risk: 39.0%AI: 30EstimatedTime: 8%

Enter data into computer and set controls to operate or adjust equipment or regulate dosage.

Risk: 81.2%AI: 80EstimatedTime: 5%

Check radiation therapy equipment to ensure proper operation.

Risk: 51.0%AI: 45EstimatedTime: 4%

Observe and reassure patients during treatment and report unusual reactions to physician or turn equipment off if unexpected adverse reactions occur.

Risk: 17.0%AI: 5EstimatedTime: 8%

Educate, prepare, and reassure patients and their families by answering questions, providing physical assistance, and reinforcing physicians' advice regarding treatment reactions or post-treatment care.

Risk: 40.2%AI: 62.98ObservedTime: 6%

Maintain records, reports, or files as required, including such information as radiation dosages, equipment settings, or patients' reactions.

Risk: 85.2%AI: 90EstimatedTime: 5%

Check for side effects, such as skin irritation, nausea, or hair loss to assess patients' reaction to treatment.

Risk: 47.0%AI: 50EstimatedTime: 5%

Prepare or construct equipment, such as immobilization, treatment, or protection devices.

Risk: 9.0%AI: 0EstimatedTime: 4%

Help physicians, radiation oncologists, or clinical physicists to prepare physical or technical aspects of radiation treatment plans, using information about patient condition and anatomy.

Risk: 49.8%AI: 56.95ObservedTime: 4%

Calculate actual treatment dosages delivered during each session.

Risk: 83.2%AI: 85EstimatedTime: 3%

Act as liaison with physicist and supportive care personnel.

Risk: 23.0%AI: 20EstimatedTime: 2%

Photograph treated area of patient and process film.

Risk: 47.0%AI: 35EstimatedTime: 2%

Implement appropriate follow-up care plans.

Risk: 49.0%AI: 55EstimatedTime: 2%

Schedule patients for treatment times.

Risk: 62.1%AI: 32.35ObservedTime: 2%

Provide assistance to other healthcare personnel during dosimetry procedures and tumor localization.

Risk: 21.0%AI: 15EstimatedTime: 2%

Train or supervise student or subordinate radiotherapy technologists.

Risk: 21.0%AI: 15EstimatedTime: 2%

Store, sterilize, or prepare the special applicators containing the radioactive substance implanted by the physician.

Risk: 43.0%AI: 25EstimatedTime: 2%

Assist in the preparation of sealed radioactive materials, such as cobalt, radium, cesium, or isotopes, for use in radiation treatments.

Risk: 43.0%AI: 25EstimatedTime: 2%

Protective Factors

Total protective discount: 33.8%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailConcern for OthersDependabilityIntegrityCooperationSelf ControlAdaptability/FlexibilityStress ToleranceSocial OrientationInitiativeAnalytical ThinkingPersistence

Wage & Employment (2024)

Median Wage

$101,990

per year

Mean Wage

$110,820

per year

Employment

19K

workers

Wage Range

$77,860 - $141,550

10th - 90th pct

Wage Distribution

$77,860Median: $101,990$141,550
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Radiation Therapists 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.

  • Mathematics

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

  • Memorization

    Memorization 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.

  • 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.

  • Coordination

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

  • Service Orientation

    Service Orientation 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.

  • Critical Thinking

    Critical Thinking 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.

  • Writing

    Writing 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.

  • 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.

Score History

Risk score over 1 scoring run

Checking for existing plan...