Biofuels Production Managers
In short: today's best AI models could do about 37% 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 57% by the end of 2028 if progress keeps its long-run pace. The people and hands-on work, about 43% of the time, stays with people.
Manage biofuels production and plant operations. Collect and process information on plant production and performance, diagnose problems, and design corrective procedures.
$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 on15 h
- A person checks AI's work0 h
- Desk work AI can't do yet8 h
- Stays with people17 h
Biofuels Production Managers, now: of a 40-hour week, AI could take on 15 hours, 0 hours become checking its work, 8 hours are desk work it can't do yet, and 17 hours stay with people.
The largest pieces: Monitor meters, flow gauges, or other real-time data to ensure proper operation of biofuels production equipment, implementing corrective measures as needed (about 3 h); Prepare and manage biofuels plant or unit budgets (about 2 h); Conduct cost, material, and efficiency studies for biofuels production plants or operations (about 2 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.
- 57%
- 4%
- 38%
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, 15%. Today's estimate: 37%.
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
None of this job's 14 tasks showed up in the Claude.ai conversations Anthropic sampled in any of its 7 releases, from February 2025 to May 2026.
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 1% of this job's working time as physical work. For 1% of the working time, a robot has been shown doing most of the task somewhere: 1% in a purpose-built cell. 0.01 of 3, the 656th highest of the 923 jobs.
- Not physical 99%
- In a purpose-built cell 1%
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 . 14 tasks from .
| Task | Kind | |||
|---|---|---|---|---|
| Manage operations at biofuels power generation facilities, including production, shipping, maintenance, or quality assurance activities.Done several times a day by most who do it. | 21% | 5 h1.7 h to 1.7 work days | Stays with people | |
| Prepare and manage biofuels plant or unit budgets.Done more than weekly by most who do it. | 17% | 2.1 work days6.7 h to 4.2 work days | 35%Half by Jan 2027 | |
| Conduct cost, material, and efficiency studies for biofuels production plants or operations.Done more than monthly by most who do it. | 15% | 2.1 work days6.7 h to 4.2 work days | 35%Half by Jan 2027 | |
| Supervise production employees in the manufacturing of biofuels, such as biodiesel or ethanol.Done daily by most who do it. | 11% | 1.7 h25 min to 6.7 h | Stays with people | |
| Monitor meters, flow gauges, or other real-time data to ensure proper operation of biofuels production equipment, implementing corrective measures as needed.Done several times a day by most who do it. | 7% | 50 min17 min to 2.5 h | 100%Half by now | |
| Review logs, datasheets, or reports to ensure adequate production levels or to identify abnormalities with biofuels production equipment or processes.Done daily by most who do it. | 5% | 1.3 h25 min to 3.3 h | 99%Half by now | |
| Provide direction to employees to ensure compliance with biofuels plant safety, environmental, or operational standards and regulations.Done daily by most who do it. | 5% | 1.3 h25 min to 3.3 h | 99%Half by now | |
| Provide training to subordinate or new employees to improve biofuels plant safety or increase the production of biofuels.Done more than monthly by most who do it. | 5% | 2.5 h50 min to 6.7 h | 96%Half by now | |
| Confer with technical and supervisory personnel to report or resolve conditions affecting biofuels plant safety, operational efficiency, and product quality.Done daily by most who do it. | 4% | 1.7 h25 min to 4.2 h | Stays with people | |
| Approve proposals for the acquisition, replacement, or repair of biofuels processing equipment or the implementation of new production processes.Done more than monthly by most who do it. | 2% | 2.5 h50 min to 1 work day | 92%Half by now | |
| Adjust temperature, pressure, vacuum, level, flow rate, or transfer of biofuels to maintain processes at required levels.Done daily by most who do it. | 2% | 25 min8 min to 1.7 h | 100%Half by now | |
| Monitor transportation and storage of flammable or other potentially dangerous feedstocks or products to ensure adherence to safety guidelines.Done daily by most who do it. | 2% | 1.3 h25 min to 3.3 h | Stays with people |
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.
- Biofuels Processing Technicians23% now, 23% by 2028
- Biofuels/Biodiesel Technology and Product Development Managers12% now, 52% by 2028
- Biomass Power Plant Managers59% now, 68% by 2028
- Geothermal Production Managers43% now, 74% by 2028
- Biomass Plant Technicians7% now, 7% by 2028
- Hydroelectric Production Managers21% now, 66% by 2028
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 Biofuels Production Managers is within reach of AI now?
- An estimated 37% of the working time is within reach of AI models now and 57% by the end of 2028, on METR's long-run pace at four in five. 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 Biofuels Production 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: Monitor meters, flow gauges, or other real-time data to ensure proper operation of biofuels production equipment, implementing corrective measures as needed (100% of the task's time now); Prepare and manage biofuels plant or unit budgets (35% of the task's time now, 100% by the end of 2028); and Conduct cost, material, and efficiency studies for biofuels production plants or operations (35% of the task's time now, 100% by the end of 2028).
- Which tasks of Biofuels Production Managers stay with people?
- Tasks that are people work or body work are not counted as within reach at any date. The largest: Manage operations at biofuels power generation facilities, including production, shipping, maintenance, or quality assurance activities; Supervise production employees in the manufacturing of biofuels, such as biodiesel or ethanol; and Confer with technical and supervisory personnel to report or resolve conditions affecting biofuels plant safety, operational efficiency, and product quality. Together such tasks are about 43% of the working time.
- Do people already use AI for the work of Biofuels Production Managers?
- In the Claude.ai conversations Anthropic sampled for May 2026, no reportable share went to this job's tasks. 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 Biofuels Production Managers?
- Anthropic's robot exposure rating (September 2026) finds 1% of the working time is physical work, and that a robot has been shown doing most of the task, somewhere, for 1% of the working time. Its index is 0.01 of 3. One example: Sentry ISOLOK / automatic sampling systems with SBC controller for "draw samples of biofuels products or secondary by-products for quality control testing". 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 14 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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