How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is moderately 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 0.0 to 23.1
Physical / roboticsrange 42.8 to 66.8
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
Move up from the task to the system
Robotics targets the physical work. Shift toward supervising, maintaining, or programming the automation instead of competing with it.
3
Pivot toward Power Distributors and Dispatchers
It is skill-adjacent and less exposed (39.4 vs 55). A lateral move now beats a forced one later.
4
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.
5
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
Keep the monitor on
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Which of my tasks are exposed
Control generator output to match the phase, frequency, or voltage of electricity supplied to panels.
54.8
Take regulatory action, based on readings from charts, meters and gauges, at established intervals.
54.8
Control power generating equipment, including boilers, turbines, generators, or reactors, using control boards or semi-automatic equipment.
54.8
Start or stop generators, auxiliary pumping equipment, turbines, or other power plant equipment as necessary.
54.8
Monitor power plant equipment and indicators to detect evidence of operating problems.
54.8
Operate or maintain distributed power generation equipment, including fuel cells or microturbines, to produce energy on-site for manufacturing or other commercial purposes.
54.8
Open and close valves and switches in sequence to start or shut down auxiliary units.
54.8
Control or maintain auxiliary equipment, such as pumps, fans, compressors, condensers, feedwater heaters, filters, or chlorinators, to supply water, fuel, lubricants, air, or auxiliary power.
54.8
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Local demand is declining
Task: Control generator output to match the phase, frequency, or voltage of electricity supplied to panels.
Task: Take regulatory action, based on readings from charts, meters and gauges, at established intervals.
Lower-risk adjacent roles
Power Distributors and Dispatchers
39.4
Gas Plant Operators
48.6
Biomass Plant Technicians
53.9
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Power Plant 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 11.1, robotics 54.8.
The timeline comes from the higher axis (54.8), 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.