How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is less exposed to automation, and the bigger shift looks near-term.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 0.1 to 24.1
Physical / roboticsrange 24.1 to 48.1
When the change is likely
Near-term, highlocal demand declining
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Act within the next 1 to 2 years
Displacement for this role is near-term. Start a concrete reskilling plan now, while you still have income and leverage.
2
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
3
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
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Which of my tasks are exposed
Operate nuclear power reactors in accordance with policies and procedures to protect workers from radiation and to ensure environmental safety.
36.1
Adjust controls to position rod and to regulate flux level, reactor period, coolant temperature, or rate of power flow, following standard procedures.
36.1
Develop or implement actions such as lockouts, tagouts, or clearances to allow equipment to be safely repaired.
100.0
Respond to system or unit abnormalities, diagnosing the cause, and recommending or taking corrective action.
50.0
Monitor all systems for normal running conditions, performing activities such as checking gauges to assess output or the effects of generator loading on other equipment.
36.1
Monitor or operate boilers, turbines, wells, or auxiliary power plant equipment.
50.0
Record operating data, such as the results of surveillance tests.
36.1
Implement operational procedures, such as those controlling start-up or shut-down activities.
36.1
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Develop or implement actions such as lockouts, tagouts, or clearances to allow equipment to be safely repaired.
Local demand is declining
Task: Respond to system or unit abnormalities, diagnosing the cause, and recommending or taking corrective action.
How this score is calculated
Map Nuclear Power Reactor Operators to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 12.1, robotics 36.1.
The timeline comes from the higher axis (36.1), shifted for local demand (declining), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.