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JOB REPORT / 17-2031 · 30 TASKS

Bioengineers and Biomedical Engineers.

Can AI do the work of Bioengineers and Biomedical Engineers?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

How does this fit your work?

How many tasks do you use AI to assist with at work?

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Starting pointOur estimate

The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

  • Maintain databases of experiment characteristics or results
  • Develop statistical models or simulations, using statistical or modeling…
  • Develop models or computer simulations of human biobehavioral systems…

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A guided certificate program in AI-assisted Bioengineers and Biomedical Engineers work. It covers the 30 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

30 of 30 tasks reviewed

We went through all 30 core tasks in this job, one at a time.

Task by task, from the work Bioengineers and Biomedical Engineers actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

  1. TASK 01

    Maintain databases of experiment characteristics or results.

    AI DOES

    Organizes entries, checks for errors, and surfaces patterns in experiment records

    YOU DO

    Decide which data is meaningful and how to structure experiments going forward

  2. TASK 02

    Develop statistical models or simulations, using statistical or modeling software.

    AI DOES

    Writes modeling code, suggests statistical approaches, and debugs simulations

    YOU DO

    Validate biological assumptions and judge whether model outputs make real-world sense

  3. TASK 03

    Develop models or computer simulations of human biobehavioral systems to obtain data for measuring or controlling life processes.

    AI DOES

    Generates simulation code, suggests model parameters, and flags patterns in output data

    YOU DO

    Define the biological assumptions and validate that the model actually reflects real human systems

  4. TASK 04

    Write documents describing protocols, policies, standards for use, maintenance, and repair of medical equipment.

    AI DOES

    Drafts protocol templates, formats standards documents, and suggests regulatory language

    YOU DO

    Verify every technical detail against real equipment specs and safety rules

  5. TASK 05

    Collaborate with manufacturing or quality assurance staff to prepare product specification or safety sheets, standard operating procedures, user manuals, or qualification and validation reports.

    AI DOES

    Drafts document templates, suggests standard language, and formats SOPs or validation reports

    YOU DO

    Verify technical accuracy and lead cross-team collaboration in person

  6. TASK 06

    Analyze new medical procedures to forecast likely outcomes.

    AI DOES

    Searches research literature, flags similar procedures, and summarizes outcome data

    YOU DO

    Apply clinical reasoning and judgment to novel, high-stakes medical situations

  7. TASK 07

    Prepare project plans for equipment or facility improvements, including time lines, budgetary estimates, or capital spending requests.

    AI DOES

    Drafts project plan templates, suggests timeline structures, and pulls cost benchmarks

    YOU DO

    Apply real facility knowledge, regulatory rules, and stakeholder judgment to finalize plans

  8. TASK 08

    Research new materials to be used for products, such as implanted artificial organs.

    AI DOES

    Searches databases, summarizes papers, flags promising material properties, and spots patterns across studies

    YOU DO

    Judge real-world safety tradeoffs and decide which leads are worth testing in a lab

  9. TASK 09

    Recommend process formulas, instrumentation, or equipment specifications, based on results of bench or pilot experimentation.

    AI DOES

    Summarizes experimental data, surfaces similar case studies, and drafts initial specification documents

    YOU DO

    Apply hands-on lab experience and safety judgment to validate that recommendations will actually work in practice

  10. TASK 10

    Communicate with suppliers regarding the design or specifications of bioproduction equipment, instrumentation, or materials.

    AI DOES

    Drafts supplier emails, summarizes spec sheets, and suggests clarifying questions

    YOU DO

    Own the technical decisions and trusted supplier relationships

  11. TASK 11

    Adapt or design computer hardware or software for medical science uses.

    AI DOES

    Writes code drafts, suggests system architectures, and flags bugs

    YOU DO

    Validate safety, meet medical regulations, and test on real devices

  12. TASK 12

    Manage teams of engineers by creating schedules, tracking inventory, creating or using budgets, or overseeing contract obligations or deadlines.

    AI DOES

    Drafts schedules, summarizes budget reports, and alerts you to deadline conflicts

    YOU DO

    Keep making the final calls on team priorities and contract decisions

  13. TASK 13

    Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

    AI DOES

    Drafts regulatory correspondence, summarizes submission requirements, and flags compliance gaps

    YOU DO

    Own the professional responsibility and build the regulator relationship

  14. TASK 14

    Review existing manufacturing processes to identify opportunities for yield improvement or reduced process variation.

    AI DOES

    Scans process datasets, spots statistical trends, and surfaces candidate variables linked to yield loss or variation

    YOU DO

    Apply domain knowledge and regulatory context to decide which process changes are safe, feasible, and worth pursuing

  15. TASK 15

    Evaluate the safety, efficiency, and effectiveness of biomedical equipment.

    AI DOES

    Analyzes performance data, flags anomalies, and summarizes test results from equipment logs

    YOU DO

    Inspect equipment physically, apply clinical context, and sign off on safety decisions

  16. TASK 16

    Advise hospital administrators on the planning, acquisition, and use of medical equipment.

    AI DOES

    Pulls equipment comparisons, cost data, and regulatory info fast

    YOU DO

    Build trust with administrators and tailor advice to each hospital's unique situation

  17. TASK 17

    Develop bioremediation processes to reduce pollution, protect the environment, or treat waste products.

    AI DOES

    Searches research literature, models microbial metabolic pathways, and generates candidate process designs

    YOU DO

    Validate in the lab, assess real site conditions, and make safety and regulatory calls

  18. TASK 18

    Design or develop medical diagnostic or clinical instrumentation, equipment, or procedures, using the principles of engineering and biobehavioral sciences.

    AI DOES

    Searches literature, generates design ideas, runs simulations, and flags potential flaws in early concepts

    YOU DO

    Test physical prototypes, navigate FDA rules, and make safety calls that affect real patients

  19. TASK 19

    Develop methodologies for transferring procedures or biological processes from laboratories to commercial-scale manufacturing production.

    AI DOES

    Searches literature, models process parameters, and drafts scale-up documentation

    YOU DO

    Test real systems, troubleshoot unexpected biological behavior, and make safety and feasibility calls

  20. TASK 20

    Lead studies to examine or recommend changes in process sequences or operation protocols.

    AI DOES

    Summarizes research, flags process inefficiencies, and drafts protocol change options for review

    YOU DO

    Own the final call on safety-critical protocol changes and lead the team through implementation

  21. TASK 21

    Design or conduct follow-up experimentation, based on generated data, to meet established process objectives.

    AI DOES

    Analyzes results, spots patterns, and suggests follow-up experiment designs

    YOU DO

    Judge which experiments are safe, realistic, and worth pursuing in your specific lab context

  22. TASK 22

    Design and deliver technology, such as prosthetic devices, to assist people with disabilities.

    AI DOES

    Generates design drafts, runs simulations, and flags fit issues using patient data

    YOU DO

    Physically fit, test, and refine devices with each unique patient

  23. TASK 23

    Consult with chemists or biologists to develop or evaluate novel technologies.

    AI DOES

    Searches literature, summarizes findings, and drafts questions or briefing docs for consultations

    YOU DO

    Bring curiosity, read the room, and make creative leaps across disciplines

  24. TASK 24

    Design or direct bench or pilot production experiments to determine the scale of production methods that optimize product yield and minimize production costs.

    AI DOES

    Analyzes experimental results, suggests optimal process parameters, and models cost-yield tradeoffs across scale scenarios

    YOU DO

    Apply hands-on lab intuition, make safety calls, and adapt plans when real experiments behave unexpectedly

  25. TASK 25

    Confer with research and biomanufacturing personnel to ensure the compatibility of design and production.

    AI DOES

    Flags design-production conflicts, summarizes specs, and drafts meeting prep materials

    YOU DO

    Show up to conversations, read the room, and build trust across teams

  26. TASK 26

    Conduct training or in-services to educate clinicians and other personnel on proper use of equipment.

    AI DOES

    Drafts training materials, quiz questions, and presentation slides

    YOU DO

    Show up in person, read the room, and answer hands-on questions live

  27. TASK 27

    Advise manufacturing staff regarding problems with fermentation, filtration, or other bioproduction processes.

    AI DOES

    Searches technical databases, flags process deviations in data, and drafts troubleshooting checklists

    YOU DO

    Walk the floor, read the room, and make judgment calls based on what you see and smell firsthand

  28. TASK 28SOURCE-BACKED TASK

    Prepare technical reports, data summary documents, or research articles for scientific publication, regulatory submissions, or patent applications.

    AI DOES

    Drafts sections and formats citations automatically

    YOU DO

    Ensure accuracy and defend conclusions

    About this analysis

    37% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  29. TASK 29SOURCE-BACKED TASK

    Read current scientific or trade literature to stay abreast of scientific, industrial, or technological advances.

    AI DOES

    Scans papers and highlights key findings

    YOU DO

    Judge what applies to your work

    About this analysis

    5% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  30. TASK 30SOURCE-BACKED TASK

    Conduct research, along with life scientists, chemists, and medical scientists, on the engineering aspects of the biological systems of humans and animals.

    AI DOES

    Processes vast datasets and suggests research patterns

    YOU DO

    Design experiments and interpret biological meaning

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

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Data sources and attribution

This page includes information from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license. rtwoai has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. O*NET® is a trademark of USDOL/ETA.

Wage and employment figures are from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (2025). Job outlook is from the BLS Employment Projections program, 2024–34. BLS data are in the public domain. BLS has not reviewed or endorsed this page.

Task collaboration data is from the Anthropic Economic Index, release 2025-03-27, used under the CC BY 4.0 license. Anthropic has not reviewed or endorsed this page.

How we describe AI use in each task is our own characterization, not a measurement of whether AI can replace this job. Microsoft note that their metrics "should not be misconstrued or misrepresented as measuring the ability of AI to replace jobs," and that there is more to an occupation than the sum of its tasks.