AI exposure: Biomass Plant Technicians
Control and monitor biomass plant activities and perform maintenance as needed.
Reading this score
computedAt 19.7% of weighted task load, Biomass Plant Technicians sits at the 35th percentile, below the point where a job's centre of gravity has moved. 66.0% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is embodiment. Across this occupation's 18 tasks it averages 2.53 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.
The most exposed thing this job does is Record or report operational data, at 73.3%. The least is Operate heavy equipment, at 0.0%. A gap of 73.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within production occupations, this one is more exposed than most. The median across the 107 roles in the group is 16.1%, and only 31 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 18 tasks, 5 are currently banded exposed, 0 assisted and 13 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.34 | 0-4 |
| Embodiment | 2.53 | 0-3 |
| Presence | 0.56 | 0-3 |
| Accountability | 0.93 | 0-3 |
| Context | 1.17 | 0-3 |
| Verification cost | 1.36 | 0-3 |
Task by task
18 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Record or report operational data, such as readings on meters, instruments, and gauges. | 73.3% | 26.7% | 0.0% | 4.43 | exposed |
| Inspect biomass power plant or processing equipment, recording or reporting damage and mechanical problems. | 37.0% | 29.6% | 33.3% | 4.43 | exposed |
| Calibrate liquid flow devices or meters, including fuel, chemical, and water meters. | 33.3% | 16.7% | 50.0% | 3.88 | exposed |
| Read and interpret instruction manuals or technical drawings related to biomass-fueled power or biofuels production equipment or processes. | 30.0% | 20.0% | 50.0% | 3.71 | exposed |
| Manage parts and supply inventories for biomass plants. | 30.0% | 20.0% | 50.0% | 3.45 | exposed |
| Operate valves, pumps, engines, or generators to control and adjust production of biofuels or biomass-fueled power. | 21.2% | 16.2% | 62.5% | 4.37 | untouched |
| Calculate, measure, load, or mix biomass feedstock for power generation. | 17.2% | 7.8% | 75.0% | 4.32 | untouched |
| Measure and monitor raw biomass feedstock, including wood, waste, or refuse materials. | 15.0% | 10.0% | 75.0% | 3.93 | untouched |
| Preprocess feedstock to prepare for biochemical or thermochemical production processes. | 15.0% | 10.0% | 75.0% | 3.86 | untouched |
| Perform tests of water chemistry in boilers. | 13.3% | 11.7% | 75.0% | 4.62 | untouched |
| Operate biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions. | 11.7% | 13.3% | 75.0% | 4.74 | untouched |
| Operate high-pressure steam boiler or water chiller equipment for electrical cogeneration operations. | 11.7% | 13.3% | 75.0% | 4.59 | untouched |
| Operate equipment to heat biomass, using knowledge of controls, combustion, and firing mechanisms. | 11.7% | 13.3% | 75.0% | 4.53 | untouched |
| Operate equipment to start, stop, or regulate biomass-fueled generators, generator units, boilers, engines, or auxiliary systems. | 11.7% | 13.3% | 75.0% | 4.53 | untouched |
| Assess quality of biomass feedstock. | 11.7% | 13.3% | 75.0% | 3.72 | untouched |
| Perform routine maintenance or make minor repairs to mechanical, electrical, or electronic equipment in biomass plants. | 8.3% | 16.7% | 75.0% | 4.11 | untouched |
| Clean work areas to ensure compliance with safety regulations. | 0.0% | 0.0% | 100.0% | 4.15 | untouched |
| Operate heavy equipment, such as bulldozers and front-end loaders. | 0.0% | 0.0% | 100.0% | 3.60 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.