Biofuels/Biodiesel Technology and Product Development Managers
In short: today's best AI models could do about 12% 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 52% 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.
Define, plan, or execute biofuels/biodiesel research programs that evaluate alternative feedstock and process technologies with near-term commercial potential.
$171,270 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 on5 h
- A person checks AI's work0 h
- Desk work AI can't do yet18 h
- Stays with people17 h
Biofuels/Biodiesel Technology and Product Development Managers, now: of a 40-hour week, AI could take on 5 hours, 0 hours become checking its work, 18 hours are desk work it can't do yet, and 17 hours stay with people.
The largest pieces: Provide technical or scientific guidance to technical staff in the conduct of biofuels research or development (under an hour); Prepare, or oversee the preparation of, experimental plans for biofuels research or development (under an hour); Propose new biofuels products, processes, technologies or applications based on findings from applied biofuels or biomass research projects (under an hour).
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%
- 0%
- 43%
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, 2%. Today's estimate: 12%.
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, no reportable share went to this job's tasks in May 2026; 0 of its 18 tasks showed up. Within each of Anthropic's methods, never across a change: 0.0042% to 0.0064% (released February and March 2025); none to 0.0096% (August 2025 to February 2026).
Each release
| Conversations | Share | Rank | Tasks seen |
|---|---|---|---|
| Released February 2025 | 0.0042% | 627 of 708 | 2 of 18 |
| Released March 2025 | 0.0064% | 556 of 703 | 2 of 18 |
| The week of Aug 4, 2025 (released September 2025) | none | n/a | 0 of 18 |
| The week of Nov 13, 2025 (released January 2026) | none | n/a | 0 of 18 |
| The week of Feb 5, 2026 (released March 2026) | 0.0096% | 504 of 677 | 1 of 18 |
| April 2026 (released June 2026) | none | n/a | 0 of 18 |
| May 2026 (released June 2026) | none | n/a | 0 of 18 |
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 12% of the working time, a robot has been shown doing most of the task somewhere: 7% in a purpose-built cell, 5% in a structured facility. 0.17 of 3, the 462nd highest of the 923 jobs.
- Not physical 88%
- In a purpose-built cell 7%
- In a structured facility 5%
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 . 18 tasks from .
| Task | Kind | |||
|---|---|---|---|---|
| Analyze data from biofuels studies, such as fluid dynamics, water treatments, or solvent extraction and recovery processes.Done daily by most who do it. | 7% | 1.7 work days3.3 h to 4.2 work days | 31%Half by Mar 2027 | |
| Propose new biofuels products, processes, technologies or applications based on findings from applied biofuels or biomass research projects.Done more than yearly by most who do it. | 7% | 2.1 work days6.7 h to 4.2 work days | 35%Half by Jan 2027 | |
| Conduct experiments on biomass or pretreatment technologies.Done daily by most who do it. Robots: in a structured facility, Automated saccharification robotic platform (Labman solids robot + Tecan Evo 200) (University of York / CNAP with Labman Automation and Tecan) (demonstrated). Anthropic's rating. | 7% | 2.1 work days6.7 h to 4.2 work days | Stays with people | |
| Conduct experiments to test new or alternate feedstock fermentation processes.Done more than monthly by most who do it. Robots: in a purpose-built cell, Sartorius Ambr 250 (High Throughput) automated multi-parallel bioreactor system at LBNL ABPDU (deployed). Anthropic's rating. | 7% | 2.1 work days6.7 h to 4.2 work days | Stays with people | |
| Perform protein functional analysis and engineering for processing of feedstock and creation of biofuels.Done more than yearly by most who do it.Robots: in a purpose-built cell, Automated high-throughput saccharification assay platform (robotic station + liquid-handling robot) (University of York / CNAP) (demonstrated). Anthropic's rating. | 7% | 4.2 work days6.7 h to 3.5 work weeks | Stays with people | |
| Develop computational tools or approaches to improve biofuels research and development activities.Done more than monthly by most who do it. | 7% | 1 work week1.7 work days to 3.3 work weeks | 4%Half by Dec 2027 | |
| Develop lab scale models of industrial scale processes, such as fermentation.Done more than yearly by most who do it. | 7% | 1.7 work weeks2.1 work days to 4.2 work weeks | Stays with people | |
| Oversee biodiesel/biofuels prototyping or development projects.Done more than monthly by most who do it. | 7% | 1.7 work weeks2.1 work days to 4.2 work weeks | 1%Half by May 2028 | |
| Design or conduct applied biodiesel or biofuels research projects on topics, such as transport, thermodynamics, mixing, filtration, distillation, fermentation, extraction, and separation.Done daily by most who do it. | 7% | 3.3 work weeks4.2 work days to 1.6 work months | Stays with people | |
| Conduct research to breed or develop energy crops with improved biomass yield, environmental adaptability, pest resistance, production efficiency, bioprocessing characteristics, or reduced environmental impacts.Done yearly or less by most who do it. | 7% | 4.2 work weeks1.7 work weeks to 2.4 work months | Stays with people | |
| Prepare, or oversee the preparation of, experimental plans for biofuels research or development.Done more than monthly by most who do it. | 6% | 1.3 work days3.3 h to 4.2 work days | 44%Half by Dec 2026 | |
| Develop methods to estimate the efficiency of biomass pretreatments.Done more than yearly by most who do it. | 6% | 4.2 work days1 work day to 2.5 work weeks | 6%Half by Dec 2027 |
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 Production Managers37% now, 57% by 2028
- Chemical Engineers19% now, 70% by 2028
- Biomass Power Plant Managers59% now, 68% by 2028
- Geothermal Production Managers43% now, 74% by 2028
- Nanotechnology Engineering Technologists and Technicians18% now, 19% by 2028
- Manufacturing Engineers48% now, 91% 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.
- Architectural, Engineering, and Related Services57,730 people
- Management of Companies and Enterprises14,950 people
- Scientific Research and Development Services13,240 people
- Aerospace Product and Parts Manufacturing11,760 people
- Navigational, Measuring, Electromedical, and Control Instruments Manufacturing9,080 people
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/Biodiesel Technology and Product Development Managers is within reach of AI now?
- An estimated 12% of the working time is within reach of AI models now and 52% by the end of 2028, on METR's long-run pace at four in five (35% to 56% 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 Biofuels/Biodiesel Technology and Product Development 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: Provide technical or scientific guidance to technical staff in the conduct of biofuels research or development (100% of the task's time now); Prepare, or oversee the preparation of, experimental plans for biofuels research or development (44% of the task's time now, 100% by the end of 2028); and Propose new biofuels products, processes, technologies or applications based on findings from applied biofuels or biomass research projects (35% of the task's time now, 100% by the end of 2028).
- Which tasks of Biofuels/Biodiesel Technology and Product Development Managers stay with people?
- Tasks that are people work or body work are not counted as within reach at any date. The largest: Conduct experiments on biomass or pretreatment technologies; Conduct experiments to test new or alternate feedstock fermentation processes; and Perform protein functional analysis and engineering for processing of feedstock and creation of biofuels. Together such tasks are about 43% of the working time.
- Do people already use AI for the work of Biofuels/Biodiesel Technology and Product Development 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 3%. 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/Biodiesel Technology and Product Development 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 12% of the working time, 5% in a structured facility. Its index is 0.17 of 3. One example: Automated saccharification robotic platform (Labman solids robot + Tecan Evo 200) for "conduct experiments on biomass or pretreatment technologies". 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 18 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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