Will nuclear engineers be replaced by AI?
Updated
Nuclear engineers score 44 of 100 for AI exposure. The largest share of their task time, 70%, is work AI speeds up while they stay in charge. AI can take over 14% outright, and 16% stays with people.
- 14% AI can do it
- 70% AI helps
- 16% Needs a person
Moderate exposure
Higher than 60% of the 923 occupations we scored.
Task by task
We graded 20 tasks, listed here from most to least exposed. AI can do 3 of them today, speeds up 14 and leaves 3 to people.
| Task | AI exposure |
|---|---|
| Prepare technical reports of findings or recommendations, based on synthesized analyses of test results. AI can draft technical reports from test data, engineer reviews findings. | 62% AI can do it |
| Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste handling and disposal. AI drafts structured procedures well, engineers verify and approve them. | 60% AI can do it |
| Keep abreast of developments and changes in the nuclear field by reading technical journals or by independent study and research. AI summarizes journals and papers well, engineer skims the results. | 60% AI can do it |
| Prepare environmental impact statements, reports, or presentations for regulatory or other agencies. AI drafts large impact statement sections, heavy regulatory review remains human. | 58% AI helps |
| Design fuel cycle models or processes to reduce the quantity of radioactive waste generated from nuclear activities. AI can build and run fuel cycle simulations, engineers judge the tradeoffs. | 50% AI helps |
| Examine accidents to obtain data for use in design of preventive measures. AI helps analyze accident data and timelines, engineers draw conclusions. | 45% AI helps |
| 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. AI can flag trends in monitoring data, recommendations need expert judgement. | 45% AI helps |
| Design or develop nuclear equipment, such as reactor cores, radiation shielding, or associated instrumentation or control mechanisms. AI speeds design calculations and drafting, but physical build and safety sign-off stay human. | 40% AI helps |
| Conduct environmental studies on topics such as nuclear power generation, nuclear waste disposal, or nuclear weapon deployment. AI helps review literature and analyze data, field sampling stays physical. | 40% AI helps |
| Design or direct nuclear research projects to develop, test, modify, or discover new uses for theoretical models. AI aids theory exploration and model testing, research direction is human. | 40% AI helps |
Show the other 10 tasks
| Task | AI exposure |
|---|---|
| Monitor nuclear facility operations to identify any design, construction, or operation practices that violate safety regulations and laws or could jeopardize safe operations. AI can scan records for violations, but field inspection needs people. | 35% AI helps |
| Direct environmental compliance activities associated with nuclear plant operations or maintenance. AI can draft compliance paperwork and track requirements, staff still lead. | 35% AI helps |
| Develop or contribute to the development of plans to remediate or restore environments affected by nuclear radiation, such as waste disposal sites. AI helps model options and draft plans, site decisions need field expertise. | 35% AI helps |
| Design or oversee construction or operation of nuclear reactors, power plants, or nuclear fuels reprocessing and reclamation systems. AI supports planning and monitoring, but oversight of plant work is human. | 30% AI helps |
| Consult with other scientists to determine parameters of experimentation or suitability of analytical models. AI can summarize prior work, but consultation is collaborative and human. | 30% AI helps |
| Conduct tests of nuclear fuel behavior and cycles or performance of nuclear machinery and equipment to optimize performance of existing plants. Physical testing stays hands-on, AI mainly helps with data analysis. | 25% AI helps |
| Discuss construction project proposals with interested parties, such as vendors, contractors, or nuclear facility review boards. Meetings with vendors and boards are human-led, AI prepares briefing material. | 22% AI helps |
| Direct operating or maintenance activities of nuclear power plants to ensure efficiency and conformity to safety standards. Directing plant crews is supervisory, hands-on and people-led work. | 15% Needs a person |
| Perform experiments that will provide information about acceptable methods of nuclear material usage, nuclear fuel reclamation, or waste disposal. Laboratory experiments require physical handling, AI helps only in design. | 15% Needs a person |
| Initiate corrective actions or order plant shutdowns in emergency situations. Emergency shutdown decisions need live judgement and personal accountability. | 8% Needs a person |
How nuclear engineers compare
All occupations (923)
Architecture and engineering (56)
Pay and outlook in the US
- Median pay
- $133,970 a year, May 2025
- People employed
- 15,280 in the US, May 2025
- Projected change in jobs
- +0.4% from 2024 to 2034
Skills to build
- Run ANSYS simulations to validate reactor safety margins
- Write fuel cycle models in Python and MATLAB
- Hold licensing and review board discussions with regulators
- Draft and verify plant operating procedures in Microsoft Word
- Review AI-drafted environmental impact statements against NRC requirements
- Run hands-on laboratory experiments on fuel and waste samples
Safer roles nearby
5 related occupations with lower scores.
Questions about nuclear engineers and AI
Will AI replace nuclear engineers?
Partly. About 4 in 10 working hours go to tasks AI can already do, mostly writing technical reports from test results and drafting operating procedures. Engineers still verify the findings, approve the procedures, and carry the accountability for plant safety.
Which tasks is AI taking over for nuclear engineers?
Drafting technical reports has an exposure score of 62, and writing operational instructions scores 60. AI produces structured drafts quickly from test data and procedure templates. The engineer reviews the findings and signs off on what goes into the plant or the file.
Which tasks stay with nuclear engineers?
Initiating emergency shutdowns has an exposure score of 8, the lowest in the job. Shutdown decisions need live judgement and personal accountability. Laboratory experiments score 15 because they need physical handling of fuel and waste samples.
How can nuclear engineers stay valuable as AI takes on drafting?
Take on the verification work that stays with a person after AI drafts. Run ANSYS and MATLAB models to check AI-generated analyses, sign off on procedures written for plant operation, and lead the regulatory review of environmental impact statements. Spend time on lab work and review board meetings that need a person in the room.
Related jobs
Next steps for nuclear engineers
Check which roles in your team AI can take on
We map your team's tasks, show what AI can do today and build the automations that pay back first.
Related topics
- Jobs AI can't replaceCement masons score lowest, at 8.
- Jobs most at risk from AIProofreaders score highest, at 76.
- High-paying jobs with low AI exposureRadiologists earn a median $420,860 and score 46.
- Entry-level jobs with low AI exposureCement masons need little prior training and score 8.
- Jobs AI speeds up the mostFor natural sciences managers, AI speeds up 96% of task time.
- AI and jobs in Malta15 iGaming roles graded task by task.
- Skills that keep work humanThe skills to build in the jobs AI changes least.
- Jobs A to ZEvery job we publish, by first letter.
- AI exposure by industryAverage scores for 22 occupation groups.
- Write a CV screening software can readHow applicant tracking systems read a CV, and what to change.
- AI for businessesThe tasks to automate first in each team and industry.
- How we score AI exposureThe grading, the weights and every source.