EXPOSURE TO AI
41%
MODERATE
OBSERVED IN REAL USE · Anthropic 2026
3%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
Half in the fire, half out. Choose which half you become.
41% of this role’s O*NET tasks are within reach of today’s AI. That is the core-weighted exposure score from Eloundou et al. 2023 (“GPTs are GPTs”). It measures a capability ceiling, not a headcount forecast. In the blast radius. A real slice of the work is already automatable. The rest isn’t.
WHAT AI CAN ALREADY DO
- Develop computational tools or approaches to improve biofuels research and development activities
- Design chemical conversion processes, such as etherification, esterification, interesterification, transesterification, distillation, hydrogenation, oxidation or reduction of fats and oils, and vegetable oil refining
- Develop methods to recover ethanol or other fuels from complex bioreactor liquid and gas streams
- Design or conduct applied biodiesel or biofuels research projects on topics, such as transport, thermodynamics, mixing, filtration, distillation, fermentation, extraction, and separation
- Analyze data from biofuels studies, such as fluid dynamics, water treatments, or solvent extraction and recovery processes
WHAT IT STILL CAN’T
- Conduct experiments on biomass or pretreatment technologies
- Develop lab scale models of industrial scale processes, such as fermentation
- Conduct experiments to test new or alternate feedstock fermentation processes
- Design or execute solvent or product recovery experiments in laboratory or field settings
- Develop separation processes to recover biofuels
THE HONEST PART. A percentage is not a pink slip. High exposure usually means a role shrinks and shifts toward judgment, direction and responsibility: the parts a model can’t sign its name to. Exposure ≠ displacement. Breathe.
"My job is 41% cooked. What’s yours?"
SOURCES: O*NET 30.3 occupational tasks · Eloundou et al. 2023 (“GPTs are GPTs”,
arXiv:2303.10130) · Anthropic Economic Index 2026 (CC-BY) |
how this is calculated |
last updated 2026-07-16