AITakeover Tracker
38%medium risk

Nuclear Equipment Operation Technicians

Operate equipment used for the release, control, or utilization of nuclear energy to assist scientists in laboratory or production activities.

Green Enhanced SkillsHigher risk than 74% of occupations

AI Impact Summary

Nuclear Equipment Operation Technicians faces moderate AI displacement risk with a score of 38/100. This occupation has higher AI displacement risk than 74% of all analyzed occupations. Of 20 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)

Information Ordering5%

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

Reading Comprehension10%

High reliance on Reading Comprehension 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.

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.

Coordination70%

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

Social Perceptiveness90%

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

Equipment Maintenance78%

Equipment Maintenance 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)

MonitoringCritical ThinkingJudgment and Decision MakingWritingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Nuclear Equipment Operation Technicians 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

-7.7pt risk+$6K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-5.4pt risk+$6K/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

-3.7pt 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

High School Diploma31%
Some College18%
Post-Secondary Certificate8%
Associate's Degree37%
Bachelor's Degree6%

Prior Experience Needed

Work experience required to enter this job

None35%
3-6 months4%
6 months - 1 year16%
1-2 years6%
2-4 years26%
4-6 years12%

Training Provided After Hiring

How long it typically takes to learn on the job

3-6 months18%
6 months - 1 year23%
1-2 years43%
2-4 years16%

How AI Impacts Each Task

20 tasks analyzed

Follow nuclear equipment operational policies and procedures that ensure environmental safety.

Risk: 69.2%AI: 50EstimatedTime: 8%

Conduct surveillance testing to determine safety of nuclear equipment.

Risk: 69.2%AI: 50EstimatedTime: 8%

Monitor nuclear reactor equipment performance to identify operational inefficiencies, hazards, or needs for maintenance or repair.

Risk: 78.0%AI: 72EstimatedTime: 8%

Test plant equipment to ensure it is operating properly.

Risk: 45.0%AI: 30EstimatedTime: 7%

Apply safety tags to equipment needing maintenance.

Risk: 45.0%AI: 30EstimatedTime: 3%

Monitor instruments, gauges, or recording devices under direction of nuclear experimenters.

Risk: 84.0%AI: 87EstimatedTime: 6%

Follow policies and procedures for radiation workers to ensure personnel safety.

Risk: 70.0%AI: 52EstimatedTime: 6%

Modify, devise, or maintain nuclear equipment used in operations.

Risk: 9.0%AI: 0EstimatedTime: 6%

Perform testing, maintenance, repair, or upgrading of accelerator systems.

Risk: 9.0%AI: 0EstimatedTime: 5%

Adjust controls of equipment to control particle beam movement, pulse rates, energy or intensity, or radiation, according to specifications.

Risk: 51.0%AI: 45EstimatedTime: 5%

Submit computations to supervisors for review.

Risk: 86.0%AI: 92EstimatedTime: 3%

Warn maintenance workers of radiation hazards and direct workers to vacate hazardous areas.

Risk: 17.0%AI: 5EstimatedTime: 3%

Calculate equipment operating factors, such as radiation times, dosages, temperatures, gamma intensities, or pressures, using standard formulas and conversion tables.

Risk: 88.0%AI: 97EstimatedTime: 5%

Measure the intensity and identify the types of radiation in work areas, equipment, or materials, using radiation detectors or other instruments.

Risk: 49.0%AI: 40EstimatedTime: 5%

Communicate with accelerator maintenance personnel to ensure readiness of support systems, such as vacuum, water cooling, or radio frequency power sources.

Risk: 23.0%AI: 20EstimatedTime: 4%

Set control panel switches to route electric power from sources and direct particle beams through injector units.

Risk: 47.0%AI: 35EstimatedTime: 4%

Identify and implement appropriate decontamination procedures, based on equipment and the size, nature, and type of contamination.

Risk: 39.0%AI: 30EstimatedTime: 4%

Decontaminate objects by cleaning them using soap or solvents or by abrading using brushes, buffing machines, or sandblasting machines.

Risk: 45.0%AI: 30EstimatedTime: 4%

Prepare reports to communicate information such as contamination test results, decontamination results, or decontamination procedures.

Risk: 88.0%AI: 97EstimatedTime: 3%

Collect air, water, gas or solid samples for testing to determine radioactivity levels or to ensure appropriate radioactive containment.

Risk: 49.0%AI: 40EstimatedTime: 3%

Protective Factors

Total protective discount: 28.3%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailIntegrityDependabilityStress ToleranceAdaptability/FlexibilityAnalytical ThinkingSelf ControlCooperationInitiativeConcern for OthersAchievement/EffortPersistence

Wage & Employment (2024)

Median Wage

$104,240

per year

Mean Wage

$100,730

per year

Employment

6K

workers

Wage Range

$64,370 - $126,890

10th - 90th pct

Wage Distribution

$64,370Median: $104,240$126,890
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Nuclear Equipment Operation Technicians professionals should diversify beyond them.

  • Information Ordering

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

  • Reading Comprehension

    High reliance on Reading Comprehension 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.

  • Complex Problem Solving

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

  • Manual Dexterity

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

  • Coordination

    Coordination 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.

  • Monitoring

    Monitoring 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.

  • 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.

Score History

Risk score over 2 scoring runs

+3.1

overall change

Checking for existing plan...