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Engineering & Architecture · Updated Aug 2026

Nuclear Engineers

Conduct research on nuclear engineering projects or apply principles and theory of nuclear science to problems concerned with release, control, and use of nuclear energy and nuclear waste disposal.

JVS 2.0.0-phase4b
AI Exposure
65/100
High

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
58/100
Moderate

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence83/100
Task coverage87%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Direct operating or maintenance activities of nuclear power plants to ensure efficiency and conformity to safety standards.High
69
Direct environmental compliance activities associated with nuclear plant operations or maintenance.High
79
Design or oversee construction or operation of nuclear reactors, power plants, or nuclear fuels reprocessing and reclamation systems.High
70
Monitor nuclear facility operations to identify any design, construction, or operation practices that violate safety regulations and laws or could jeopardize safe operations.High
39
Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste handling and disposal.High
70
Prepare technical reports of findings or recommendations, based on synthesized analyses of test results.High
71
Design or develop nuclear equipment, such as reactor cores, radiation shielding, or associated instrumentation or control mechanisms.High
70
Develop or contribute to the development of plans to remediate or restore environments affected by nuclear radiation, such as waste disposal sites.Medium
69
Keep abreast of developments and changes in the nuclear field by reading technical journals or by independent study and research.Medium
70
Consult with other scientists to determine parameters of experimentation or suitability of analytical models.Medium
70
Discuss construction project proposals with interested parties, such as vendors, contractors, or nuclear facility review boards.Medium
80
Recommend preventive measures to be taken in the handling of nuclear technology, based on data obtained from operations monitoring or from evaluation of test results.Medium
52
Prepare environmental impact statements, reports, or presentations for regulatory or other agencies.High
70
Design fuel cycle models or processes to reduce the quantity of radioactive waste generated from nuclear activities.Medium
71
Examine accidents to obtain data for use in design of preventive measures.High
54
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Discuss construction project proposals with interested parties, such as vendors, contractors, or nuclear facility review boards.80
  2. Direct environmental compliance activities associated with nuclear plant operations or maintenance.79
  3. Prepare technical reports of findings or recommendations, based on synthesized analyses of test results.71
  4. Design fuel cycle models or processes to reduce the quantity of radioactive waste generated from nuclear activities.71
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Direct operating or maintenance activities of nuclear power plants to ensure efficiency and conformity to safety standards.01
  2. Design or oversee construction or operation of nuclear reactors, power plants, or nuclear fuels reprocessing and reclamation systems.02
  3. Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste handling and disposal.03
  4. Prepare technical reports of findings or recommendations, based on synthesized analyses of test results.04
  5. Design or develop nuclear equipment, such as reactor cores, radiation shielding, or associated instrumentation or control mechanisms.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency58
Physical dependency28
Adoption pressure56
Labour-market resilience55
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence83/100
CalculatedAug 21, 2026
Read methodology →