Bioengineers and Biomedical Engineers
Every task in this role, whether it passes the census's structural hand-over screen, which models pass it, and why. It is a screen, not a claim about what AI can do: a task can pass and still be beyond the systems of the day. The stricter and looser rules re-vote every task, and small differences between roles are noise.
Passes the screen · 1 of 30 tasks
Maintain databases of experiment characteristics or results.
quick to check, an existing check settles it, and a mistake is cheap · 6.1% of the role's time · $148M · passed by Claude Sonnet, GPT-6 Sol · the models disagreed
Does not pass
Manage teams of engineers by creating schedules, tracking inventory, creating or using budgets, or overseeing contract obligations or deadlines.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 7.5% of the role's time · $182M
Develop models or computer simulations of human biobehavioral systems to obtain data for measuring or controlling life processes.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 7.2% of the role's time · $176M
Prepare technical reports, data summary documents, or research articles for scientific publication, regulatory submissions, or patent applications.
reason given most often: no existing check settles it, and a failure is too expensive · 6.8% of the role's time · $165M
Design or develop medical diagnostic or clinical instrumentation, equipment, or procedures, using the principles of engineering and biobehavioral sciences.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 6.5% of the role's time · $159M
Conduct research, along with life scientists, chemists, and medical scientists, on the engineering aspects of the biological systems of humans and animals.
physical work, outside the screen · 6.5% of the role's time · $158M
Adapt or design computer hardware or software for medical science uses.
reason given most often: no existing check settles it, and a failure is too expensive · 5.8% of the role's time · $141M
Design or conduct follow-up experimentation, based on generated data, to meet established process objectives.
physical work, outside the screen · 5.5% of the role's time · $135M
Develop statistical models or simulations, using statistical or modeling software.
reason given most often: no existing check settles it · 5.5% of the role's time · $134M
Read current scientific or trade literature to stay abreast of scientific, industrial, or technological advances.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 5.4% of the role's time · $132M
Write documents describing protocols, policies, standards for use, maintenance, and repair of medical equipment.
reason given most often: no existing check settles it · 4.4% of the role's time · $107M
Evaluate the safety, efficiency, and effectiveness of biomedical equipment.
physical work, outside the screen · 3.7% of the role's time · $90.1M
Confer with research and biomanufacturing personnel to ensure the compatibility of design and production.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.9% of the role's time · $69.6M
Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.5% of the role's time · $60.9M
Collaborate with manufacturing or quality assurance staff to prepare product specification or safety sheets, standard operating procedures, user manuals, or qualification and validation reports.
reason given most often: no existing check settles it · 2.5% of the role's time · $59.8M
Analyze new medical procedures to forecast likely outcomes.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.2% of the role's time · $53.9M
Research new materials to be used for products, such as implanted artificial organs.
physical work, outside the screen · 2.0% of the role's time · $49.2M
Recommend process formulas, instrumentation, or equipment specifications, based on results of bench or pilot experimentation.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.8% of the role's time · $43.6M
Develop methodologies for transferring procedures or biological processes from laboratories to commercial-scale manufacturing production.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.7% of the role's time · $40.3M
Advise hospital administrators on the planning, acquisition, and use of medical equipment.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.6% of the role's time · $38.3M
Design or direct bench or pilot production experiments to determine the scale of production methods that optimize product yield and minimize production costs.
physical work, outside the screen · 1.5% of the role's time · $37.4M
Conduct training or in-services to educate clinicians and other personnel on proper use of equipment.
physical work, outside the screen · 1.4% of the role's time · $35.0M
Consult with chemists or biologists to develop or evaluate novel technologies.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.4% of the role's time · $35.0M
Lead studies to examine or recommend changes in process sequences or operation protocols.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.4% of the role's time · $34.5M
Prepare project plans for equipment or facility improvements, including time lines, budgetary estimates, or capital spending requests.
reason given most often: no existing check settles it · 1.4% of the role's time · $34.2M
Design and deliver technology, such as prosthetic devices, to assist people with disabilities.
physical work, outside the screen · 1.1% of the role's time · $26.9M
Advise manufacturing staff regarding problems with fermentation, filtration, or other bioproduction processes.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.1% of the role's time · $25.7M
Communicate with suppliers regarding the design or specifications of bioproduction equipment, instrumentation, or materials.
reason given most often: no existing check settles it · 1.0% of the role's time · $24.1M
Review existing manufacturing processes to identify opportunities for yield improvement or reduced process variation.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.0% of the role's time · $23.4M
Develop bioremediation processes to reduce pollution, protect the environment, or treat waste products.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.8% of the role's time · $19.7M
Where this role works
| Industry | Workers | Wage bill | Passes the screen | All three pass |
|---|---|---|---|---|
| Scientific Research and Development Services | 4830 | $558M | $33.8M | $0 |
| Medical Equipment and Supplies Manufacturing | 3030 | $337M | $20.4M | $0 |
| Pharmaceutical and Medicine Manufacturing | 2400 | $289M | $17.5M | $0 |
| Professional and Commercial Equipment and Supplies Merchant Wholesalers | 2270 | $280M | $17.0M | $0 |
| Management of Companies and Enterprises | 1900 | $235M | $14.2M | $0 |
| Navigational, Measuring, Electromedical, and Control Instruments Manufacturing | 1340 | $156M | $9.5M | $0 |
| General Medical and Surgical Hospitals | 1340 | $130M | $7.9M | $0 |
| Architectural, Engineering, and Related Services | 1000 | $129M | $7.8M | $0 |
| Federal Executive Branch (OEWS Designation) | 720 | $83.4M | $5.1M | $0 |
| Colleges, Universities, and Professional Schools | 870 | $75.3M | $4.6M | $0 |