Biomass Power Plant Managers
In short: today's best AI models could do about 59% of this job's working time (projected from METR's April 2026 measurement and Epoch's November 2026 index) if the work were set up for them, and about 67% by the end of 2028 if progress keeps its long-run pace. The people and hands-on work, about 33% of the time, stays with people.
Manage operations at biomass power generation facilities. Direct work activities at plant, including supervision of operations and maintenance staff.
$126,060 a year (for the broader BLS group this job sits in).
A typical 40-hour week
Not yet reviewed task by task- AI could take on23 h
- A person checks AI's work0 h
- Desk work AI can't do yet4 h
- Stays with people13 h
Biomass Power Plant Managers, now: of a 40-hour week, AI could take on 23 hours, 0 hours become checking its work, 4 hours are desk work it can't do yet, and 13 hours stay with people.
The largest pieces: Manage safety programs at power generation facilities (about 4 h); Review biomass operations performance specifications to ensure compliance with regulatory requirements (about 4 h); Plan and schedule plant activities, such as wood, waste, or refuse fuel deliveries, ash removal, and regular maintenance (about 4 h).
Estimates for a typical week of this job, if progress keeps its long-run pace, counting work the best models finish four times in five. Every task is below.
of the working time. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
- 67%
- 23%
- 9%
of the work: Anthropic's measure of what people already bring to Claude at work (2025). It counts help with part of a task, so it can be higher than the share within reach.
On the chosen pace and reliability. Estimate.
Share of the working time within reach, now to 2030
Change assumptionsHide assumptionsLong-run pace, four in five
What each choice means: , , , , . Every pace starts from .
At this date and pace, models finish tasks up to 2.4 work days long four times in five.
How far this has come
With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 20%. Today's estimate: 59%.
A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.
Measured use over time
Of the Claude.ai conversations Anthropic sampled and tied to a work task, 0.14% went to this job's tasks in May 2026, the 129th largest of the 447 jobs that showed up at all; 1 of its 19 tasks showed up. Within each of Anthropic's methods, never across a change: 0.013% to 0.01% (released February and March 2025); 0.0047% to 0.0048% (August 2025 to February 2026); 0.12% to 0.14% (April to May 2026).
Each release
| Conversations | Share | Rank | Tasks seen |
|---|---|---|---|
| Released February 2025 | 0.013% | 499 of 708 | 1 of 19 |
| Released March 2025 | 0.01% | 504 of 703 | 1 of 19 |
| The week of Aug 4, 2025 (released September 2025) | 0.0047% | 533 of 655 | 1 of 19 |
| The week of Nov 13, 2025 (released January 2026) | 0.0061% | 548 of 672 | 1 of 19 |
| The week of Feb 5, 2026 (released March 2026) | 0.0048% | 571 of 677 | 1 of 19 |
| April 2026 (released June 2026) | 0.12% | 140 of 434 | 1 of 19 |
| May 2026 (released June 2026) | 0.14% | 129 of 447 | 1 of 19 |
Measured, not estimated: Anthropic's samples of Claude.ai conversations, each tied by a model to an O*NET task, from the Anthropic Economic Index. It says where Claude's use goes, not how much of this job's working time it covers, so it is not on the same scale as the reach above. The releases differ in their sample, their classifier and the smallest share they report (the June 2026 file rounds each task to a hundredth of a percent, so a smaller task reads as none), which is why a change of method starts a new line. At least 96% of each older release's task-tied use matched this site's tasks, and all of the newest. Claude.ai only, so use through other tools and other companies' models is not in it. Every job ranked.
Robots and the physical work
Anthropic rates 12% of this job's working time as physical work. For 11% of the working time, a robot has been shown doing most of the task somewhere: 11% in a structured facility. 0.22 of 3, the 420th highest of the 923 jobs.
- Not physical 88%
- No robot shown 1%
- In a structured facility 11%
Anthropic's rating, not this site's estimate: Claude Opus 5, searching the web, rated each physical O*NET task by the kind of setting in which a robot it could cite (deployed, sold or demonstrated) does most of the task, weighted by its own estimate of each task's share of the time (What work can robots do?, September 30, 2026, data CC BY 4.0; every job ranked). A robot shown somewhere is not a robot in your building: cost, setup and safety decide that. The share within reach on this page still counts no body work. The robot behind each rated task is under the task below.
The tasks
Sorted by . 19 tasks from .
| Task | Kind | |||
|---|---|---|---|---|
| Manage safety programs at power generation facilities.Done daily by most who do it. | 16% | 3.3 h50 min to 1.7 work days | 71%Half by now | |
| Supervise biomass plant or substation operations, maintenance, repair, or testing activities.Done several times a day by most who do it. | 13% | 1.7 h38 min to 6.7 h | Stays with people | |
| Plan and schedule plant activities, such as wood, waste, or refuse fuel deliveries, ash removal, and regular maintenance.Done daily by most who do it. | 11% | 3.3 h50 min to 6.7 h | 91%Half by now | |
| Review biomass operations performance specifications to ensure compliance with regulatory requirements.Done daily by most who do it. | 11% | 2.5 h50 min to 6.7 h | 96%Half by now | |
| Supervise operations or maintenance employees in the production of power from biomass, such as wood, coal, paper sludge, or other waste or refuse.Done daily by most who do it. | 10% | 1.7 h25 min to 6.7 h | Stays with people | |
| Evaluate power production or demand trends to identify opportunities for improved operations.Done daily by most who do it. AI observed on this task. | 6% | 3.3 h50 min to 6.7 h | 91%Half by now | |
| Prepare and manage biomass plant budgets.Done more than yearly by most who do it. | 5% | 6.7 h3.3 h to 4.2 work days | 61%Half by now | |
| Monitor the operating status of biomass plants by observing control system parameters, distributed control systems, switchboard gauges, dials, or other indicators.Done daily by most who do it. | 4% | 50 min13 min to 3.3 h | 97%Half by now | |
| Inspect biomass gasification processes, equipment, and facilities for ways to maximize capacity and minimize operating costs.Done daily by most who do it. Robots: in a structured facility, Spot (Boston Dynamics) with Spot CAM+IR and acoustic payloads (deployed). Anthropic's rating. | 4% | 3.3 h1.7 h to 6.7 h | Stays with people | |
| Conduct field inspections of biomass plants, stations, or substations to ensure normal and safe operating conditions.Done daily by most who do it. Robots: in a structured facility, Spot (Boston Dynamics) with Smart Inspection payloads/software, 'Energy Dog' (deployed). Anthropic's rating. | 4% | 1.7 h25 min to 3.3 h | Stays with people | |
| Prepare reports on biomass plant operations, status, maintenance, and other information.Done more than monthly by most who do it. | 3% | 2.5 h50 min to 4.2 h | 100%Half by now | |
| Manage parts and supply inventories for biomass plants.Done daily by most who do it. | 3% | 1.7 h25 min to 5 h | 94%Half by now |
Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.
Jobs that share skills with this one
From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.
Where this job works
The industry groups that employ the most of it (BLS, May 2025). Counts are for the broader BLS group this job sits in.
Where the most of these jobs are
The metro areas with the most people in it (BLS, May 2025). Counts are for the broader BLS group this job sits in.
Questions about this job
- How much of the work of Biomass Power Plant Managers is within reach of AI now?
- An estimated 59% of the working time is within reach of AI models now and 68% by the end of 2028, on METR's long-run pace at four in five (67% to 68% across the three paces the site shows). Within reach means a model could finish work that long at that reliability. It is not a forecast of jobs lost or of savings.
- Which tasks of Biomass Power Plant Managers come within reach first?
- Weighted by the time each takes, the tasks with the most within reach now (projected from METR's April 2026 measurement and Epoch's November 2026 index) are: Manage safety programs at power generation facilities (71% of the task's time now, 100% by the end of 2028); Review biomass operations performance specifications to ensure compliance with regulatory requirements (96% of the task's time now); and Plan and schedule plant activities, such as wood, waste, or refuse fuel deliveries, ash removal, and regular maintenance (91% of the task's time now, 100% by the end of 2028).
- Which tasks of Biomass Power Plant Managers stay with people?
- Tasks that are people work or body work are not counted as within reach at any date. The largest: Supervise biomass plant or substation operations, maintenance, repair, or testing activities; Supervise operations or maintenance employees in the production of power from biomass, such as wood, coal, paper sludge, or other waste or refuse; and Inspect biomass gasification processes, equipment, and facilities for ways to maximize capacity and minimize operating costs. Together such tasks are about 33% of the working time.
- Do people already use AI for the work of Biomass Power Plant Managers?
- In the Claude.ai conversations Anthropic sampled for May 2026 and tied to a work task, 0.14% went to this job's tasks, the 129th largest share of the 447 jobs that showed up; 1 of its 19 tasks appeared. Anthropic's labor market measure puts the share of the job's tasks seen in real Claude use at work at 1%. These are measures of use, not of how much of the work AI could finish, and they cover Claude only.
- Can robots do the physical work of Biomass Power Plant Managers?
- Anthropic's robot exposure rating (September 2026) finds 12% of the working time is physical work, and that a robot has been shown doing most of the task, somewhere, for 11% of the working time, 11% in a structured facility. Its index is 0.22 of 3. One example: Spot (Boston Dynamics) with Spot CAM+IR and acoustic payloads for "inspect biomass gasification processes, equipment, and facilities for ways to maximize capacity and minimize operating costs". A robot shown somewhere is not one in every workplace; this site's own estimates still count no physical work as within reach.
- How is this estimated?
- From the 19 tasks O*NET lists for the occupation, each with an estimated length checked against GDPval and a share of the working time, each classed as desk, people or body work, and METR's measurements of how long a task the best AI models can finish, carried forward to the date from the latest, Claude Mythos Preview (early) in April 2026. Data checked November 10, 2026.
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