AI exposure: 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.
Reading this score
computed36.2% of this occupation's weighted task load is exposed, which puts Nuclear Engineers at the 63th percentile of 923 occupations. The capability is largely there. Its average task scores 2.5 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
What holds the line here is context. Across this occupation's 20 tasks it averages 2.08 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste..., at 73.3%. The least is Design or oversee construction or operation of nuclear reactors, power plants, or nuclear fuels..., at 3.3%. A gap of 70.0% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within architecture and engineering occupations, this one is less exposed than the median of 37.5% across the group's 56 roles, with 35 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 20 tasks, 10 are currently banded exposed, 6 assisted and 4 untouched. For that distribution to shift materially would take a change in who is permitted to sign the work, which is a question for regulators rather than for engineers. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
20 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste handling and disposal. | 73.3% | 26.7% | 0.0% | 4.05 | exposed |
| Prepare environmental impact statements, reports, or presentations for regulatory or other agencies. | 73.3% | 26.7% | 0.0% | 4.05 | exposed |
| Develop or contribute to the development of plans to remediate or restore environments affected by nuclear radiation, such as waste disposal sites. | 73.3% | 26.7% | 0.0% | 3.95 | exposed |
| Prepare technical reports of findings or recommendations, based on synthesized analyses of test results. | 70.0% | 30.0% | 0.0% | 4.05 | exposed |
| Keep abreast of developments and changes in the nuclear field by reading technical journals or by independent study and research. | 65.0% | 10.0% | 25.0% | 3.10 | exposed |
| Perform experiments that will provide information about acceptable methods of nuclear material usage, nuclear fuel reclamation, or waste disposal. | 45.0% | 30.0% | 25.0% | 3.44 | exposed |
| Design or direct nuclear research projects to develop, test, modify, or discover new uses for theoretical models. | 45.0% | 30.0% | 25.0% | 3.29 | exposed |
| 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. | 40.0% | 35.0% | 25.0% | 3.58 | exposed |
| Discuss construction project proposals with interested parties, such as vendors, contractors, or nuclear facility review boards. | 40.0% | 35.0% | 25.0% | 3.50 | exposed |
| Consult with other scientists to determine parameters of experimentation or suitability of analytical models. | 35.0% | 40.0% | 25.0% | 3.59 | assisted |
| Design fuel cycle models or processes to reduce the quantity of radioactive waste generated from nuclear activities. | 30.0% | 20.0% | 50.0% | 3.75 | exposed |
| Initiate corrective actions or order plant shutdowns in emergency situations. | 23.3% | 26.7% | 50.0% | 4.44 | assisted |
| Design or develop nuclear equipment, such as reactor cores, radiation shielding, or associated instrumentation or control mechanisms. | 20.0% | 30.0% | 50.0% | 4.50 | assisted |
| Monitor nuclear facility operations to identify any design, construction, or operation practices that violate safety regulations and laws or could jeopardize safe operations. | 20.0% | 30.0% | 50.0% | 4.48 | assisted |
| Direct environmental compliance activities associated with nuclear plant operations or maintenance. | 20.0% | 30.0% | 50.0% | 4.06 | assisted |
| Conduct environmental studies on topics such as nuclear power generation, nuclear waste disposal, or nuclear weapon deployment. | 20.0% | 30.0% | 50.0% | 3.42 | assisted |
| Conduct tests of nuclear fuel behavior and cycles or performance of nuclear machinery and equipment to optimize performance of existing plants. | 8.3% | 16.7% | 75.0% | 3.81 | untouched |
| Direct operating or maintenance activities of nuclear power plants to ensure efficiency and conformity to safety standards. | 6.7% | 18.3% | 75.0% | 4.28 | untouched |
| Examine accidents to obtain data for use in design of preventive measures. | 5.0% | 20.0% | 75.0% | 4.35 | untouched |
| Design or oversee construction or operation of nuclear reactors, power plants, or nuclear fuels reprocessing and reclamation systems. | 3.3% | 21.7% | 75.0% | 4.19 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 2.50 | 0-4 |
| Embodiment | 1.00 | 0-3 |
| Presence | 0.88 | 0-3 |
| Accountability | 1.52 | 0-3 |
| Context | 2.08 | 0-3 |
| Verification cost | 1.95 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.