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JOB REPORT / 19-1029 · 88 TASKS

Biological Scientists, All Other.

Can AI do the work of Biological Scientists, All Others?

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?

Drag the dot. There’s no wrong answer; it starts at our estimate.

Starting pointOur estimate

The mark shows what’s typical for this job.

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

  • Analyze large molecular datasets
  • Prepare requests for proposals or statements of work
  • Provide statistical and computational tools for biologically based activities

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A guided certificate program in AI-assisted Biological Scientists, All Other work. It covers the 84 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

84 of 88 tasks reviewed

This job has 88 core tasks. We went through 84 of them, one at a time.

Task by task, from the work Biological Scientists, All Others 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

    Analyze large molecular datasets, such as raw microarray data, genomic sequence data, or proteomics data, for clinical or basic research purposes.

    AI DOES

    Runs quality checks, aligns sequences, calls variants, and spots expression patterns in large datasets

    YOU DO

    Choose the right analysis approach and judge whether results make biological sense

  2. TASK 02

    Prepare requests for proposals or statements of work.

    AI DOES

    Drafts outlines, fills in standard sections, and suggests clear wording for proposals

    YOU DO

    Define the real science goals, technical specs, and project scope that only you know

  3. TASK 03

    Provide statistical and computational tools for biologically based activities, such as genetic analysis, measurement of gene expression, or gene function determination.

    AI DOES

    Generates analysis code, recommends statistical tests, and automates standard genomics pipelines

    YOU DO

    Interpret biological meaning and adapt tools to novel experimental questions

  4. TASK 04

    Prepare summary statistics of information regarding human genomes.

    AI DOES

    Runs statistical scripts, generates tables, and flags patterns in genome datasets

    YOU DO

    Verify data quality and decide which findings are scientifically meaningful

  5. TASK 05

    Maintain accurate laboratory records and data.

    AI DOES

    Auto-fills data templates, checks for missing entries, and flags inconsistencies in records

    YOU DO

    Verify that recorded data truly matches what happened at the bench

  6. TASK 06

    Prepare or review reports, manuscripts, or meeting presentations.

    AI DOES

    Drafts sections, checks grammar, summarizes data, and suggests slide layouts

    YOU DO

    Own your findings and decide what the science actually means

  7. TASK 07

    Program and use computers to store, process, and analyze data.

    AI DOES

    Writes data processing code, suggests analysis methods, and explains errors

    YOU DO

    Decide what the data means and whether the biology checks out

  8. TASK 08

    Write grant proposals to obtain funding for biological research.

    AI DOES

    Drafts background sections, edits for clarity, suggests funding sources, and formats documents

    YOU DO

    Bring the original scientific idea, lived lab experience, and trusted reputation that reviewers fund

  9. TASK 09

    Compile data for use in activities, such as gene expression profiling, genome annotation, or structural bioinformatics.

    AI DOES

    Searches public databases, formats genomic datasets, and flags relevant entries automatically

    YOU DO

    Judge data quality and make context-specific decisions about what biological data actually belongs in the analysis

  10. TASK 10

    Design and maintain genetics computer databases.

    AI DOES

    Writes database code, cleans data, and suggests structures

    YOU DO

    Decide what genetic data to track and how it connects to real biology

  11. TASK 11

    Create novel computational approaches and analytical tools as required by research goals.

    AI DOES

    Generates code drafts, suggests existing algorithms, explains methods, and debugs scripts

    YOU DO

    Define the research question and judge whether an approach is truly new and scientifically sound

  12. TASK 12

    Evaluate new technologies to enhance or complement current research.

    AI DOES

    Scans papers, compares specs, and summarizes pros and cons of new tools

    YOU DO

    Match technology to your unique research questions and lab context

  13. TASK 13

    Confer with information technology specialists to develop computer applications for genetic data analysis.

    AI DOES

    Drafts technical specs, suggests analysis pipelines, and writes starter code for genetic data tools

    YOU DO

    Judge whether the software captures the real biology and communicates clearly with the IT team

  14. TASK 14

    Write grant applications to obtain funding.

    AI DOES

    Drafts boilerplate sections, improves clarity, and formats citations

    YOU DO

    Own the research vision and make the scientific case only you can make

  15. TASK 15

    Write grants and papers or attend fundraising events to seek research funds.

    AI DOES

    Drafts grant sections, summarizes prior work, and checks writing clarity

    YOU DO

    Build relationships and make the case for your unique vision in person

  16. TASK 16

    Attend clinical and research conferences and read scientific literature to keep abreast of technological advances and current genetic research findings.

    AI DOES

    Summarizes new papers, tracks journals, and highlights key findings across thousands of articles

    YOU DO

    Decide which advances are worth pursuing and build real connections at conferences

  17. TASK 17

    Compile and analyze molecular or cellular experimental data and adjust experimental designs as necessary.

    AI DOES

    Sorts and visualizes data, flags statistical trends, and suggests known analysis methods

    YOU DO

    Interpret unexpected results and redesign experiments based on deep lab intuition

  18. TASK 18

    Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.

    AI DOES

    Drafts report sections, summarizes data tables, checks grammar, and suggests plain-language explanations

    YOU DO

    Interpret what the results actually mean for real ecosystems and people, then own the conclusions

  19. TASK 19

    Collect and analyze biological data about relationships among and between organisms and their environment.

    AI DOES

    Searches for patterns in data, builds models, and summarizes findings from large biological datasets

    YOU DO

    Go into the field, collect real specimens, and judge whether findings make sense in context

  20. TASK 20

    Review reports and proposals, such as those relating to land use classifications and recreational development, for accuracy, adequacy, or adherence to policies, regulations, or scientific standards.

    AI DOES

    Scans documents for policy gaps, flags missing sections, and summarizes key findings

    YOU DO

    Apply field knowledge and scientific expertise to judge whether conclusions are actually sound

  21. TASK 21

    Improve user interfaces to bioinformatics software and databases.

    AI DOES

    Drafts UI layouts, writes front-end code snippets, and suggests accessibility improvements

    YOU DO

    Watch real users struggle and decide what changes actually help scientists think better

  22. TASK 22

    Communicate test results to state and federal representatives and general public.

    AI DOES

    Drafts reports, simplifies technical language, and suggests visuals for different audiences

    YOU DO

    Bring scientific authority and read the room for each audience

  23. TASK 23

    Develop protocols to improve existing genetic techniques or to incorporate new diagnostic procedures.

    AI DOES

    Searches research papers, compares existing protocols, and drafts structured procedure outlines

    YOU DO

    Bring hands-on lab knowledge and scientific judgment to validate and refine each protocol step

  24. TASK 24

    Design databases, such as mutagenesis libraries.

    AI DOES

    Suggests database schemas, auto-formats variant entries, and flags gaps in sequence coverage

    YOU DO

    Define the biological question and decide which mutations actually matter to study

  25. TASK 25

    Instruct medical students, graduate students, or others in methods or procedures for diagnosis and management of genetic disorders.

    AI DOES

    Generates lecture outlines, explains complex genetic concepts in plain language, and creates practice case studies

    YOU DO

    Read students' confusion, adapt on the fly, and mentor with real clinical wisdom

  26. TASK 26

    Plan or conduct basic genomic and biological research related to areas such as regulation of gene expression, protein interactions, metabolic networks, and nucleic acid or protein complexes.

    AI DOES

    Searches research literature, flags patterns in genomic datasets, and drafts experimental protocols

    YOU DO

    Design novel experiments, interpret unexpected results, and make judgment calls at the bench

  27. TASK 27

    Maintain laboratory notebooks that record research methods, procedures, and results.

    AI DOES

    Drafts structured notebook entries, suggests formatting, and flags missing procedure details

    YOU DO

    Record what you actually observed and verify every result is accurate

  28. TASK 28

    Conduct research on cell organization and function, including mechanisms of gene expression, cellular bioinformatics, cell signaling, or cell differentiation.

    AI DOES

    Searches papers, spots patterns in genomic data, and suggests hypotheses from existing research

    YOU DO

    Design experiments, interpret unexpected results, and decide what questions are worth asking

  29. TASK 29

    Prepare plans for management of renewable resources.

    AI DOES

    Summarizes research, drafts plan sections, and runs data models

    YOU DO

    Apply field experience and local ecosystem knowledge to finalize decisions

  30. TASK 30

    Develop assays that monitor cell characteristics.

    AI DOES

    Suggests assay designs, finds relevant literature, and helps analyze results

    YOU DO

    Run the physical experiments and interpret unexpected biological findings

  31. TASK 31

    Conduct family medical studies to evaluate the genetic basis for traits or diseases.

    AI DOES

    Scans genomic databases, flags known variants, and summarizes research literature

    YOU DO

    Build trust with families and apply clinical and ethical judgment to complex cases

  32. TASK 32

    Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.

    AI DOES

    Helps identify species from photos, searches literature, analyzes data patterns, and assists with classification

    YOU DO

    Go into the field, handle specimens, design experiments, and make judgment calls about living organisms

  33. TASK 33

    Develop guidelines for procedures such as the management of viruses.

    AI DOES

    Drafts guideline frameworks, summarizes biosafety literature, and flags relevant regulations

    YOU DO

    Verify accuracy, apply lab-specific context, and sign off on safety-critical decisions

  34. TASK 34

    Verify all financial, physical, and human resources assigned to research or development projects are used as planned.

    AI DOES

    Pulls spending reports, flags budget variances, and summarizes resource usage data

    YOU DO

    Walk the lab, talk to the team, and judge whether real-world use matches the plan

  35. TASK 35

    Plan and administer biological research programs for government, research firms, medical industries, or manufacturing firms.

    AI DOES

    Searches literature, drafts grant sections, summarizes data, and suggests research designs

    YOU DO

    Own the scientific vision, build team relationships, and make judgment calls when results surprise you

  36. TASK 36

    Research environmental effects of present and potential uses of land and water areas, determining methods of improving environmental conditions or such outputs as crop yields.

    AI DOES

    Searches research literature, summarizes findings, analyzes environmental datasets, and helps model land/water use scenarios

    YOU DO

    Collect field samples, apply local ecological knowledge, and make judgment calls about what methods will actually work

  37. TASK 37

    Design molecular or cellular laboratory experiments, oversee their execution, and interpret results.

    AI DOES

    Suggests experimental designs, finds relevant protocols, and helps analyze data patterns

    YOU DO

    Bring deep domain intuition, run hands-on lab work, and judge what results actually mean in context

  38. TASK 38

    Evaluate, diagnose, or treat genetic diseases.

    AI DOES

    Searches genetic databases, flags known disease-linked variants, and summarizes relevant research papers

    YOU DO

    Apply clinical judgment, talk with patients, and make final diagnosis and treatment calls

  39. TASK 39

    Participate in all levels of bioproduct development, including proposing new products, performing market analyses, designing and performing experiments, and collaborating with operations and quality control teams during product launches.

    AI DOES

    Searches literature, summarizes market trends, drafts experimental plans, and flags data patterns

    YOU DO

    Run the lab work, judge scientific risk, and build trust across teams

  40. TASK 40

    Direct, coordinate, organize, or prioritize biological laboratory activities.

    AI DOES

    Suggests schedules, flags bottlenecks, and organizes lab data and protocols

    YOU DO

    Read the room, manage people, and make calls when things go wrong in the lab

  41. TASK 41

    Coordinate molecular or cellular research activities with scientists specializing in other fields.

    AI DOES

    Drafts meeting agendas, summarizes research updates, and suggests collaboration frameworks

    YOU DO

    Build trust across teams and make judgment calls about research priorities

  42. TASK 42

    Design sampling plans or coordinate the field collection of samples such as tissue specimens.

    AI DOES

    Suggests sampling strategies, calculates sample sizes, and flags gaps in coverage

    YOU DO

    Go into the field, handle specimens, and adapt to real conditions on the ground

  43. TASK 43

    Confer with vendors to evaluate new equipment or reagents or to discuss the customization of product lines to meet user requirements.

    AI DOES

    Summarizes product specs, compares reagent options, and drafts questions for vendor meetings

    YOU DO

    Bring your lab's specific needs and build the vendor relationship in person

  44. TASK 44

    Plan curatorial programs for species collections that include acquisition, distribution, maintenance, or regeneration.

    AI DOES

    Searches literature, flags genetic gaps in collections, summarizes breeding records, and drafts program outlines

    YOU DO

    Weigh conservation tradeoffs, build partner relationships, and make final calls on living collections

  45. TASK 45

    Develop pest management and control measures, and conduct risk assessments related to pest exclusion, using scientific methods.

    AI DOES

    Searches research literature, summarizes pest behavior data, and helps draft risk assessment reports

    YOU DO

    Go into the field, observe real conditions, and make safety-critical decisions about control methods

  46. TASK 46SOURCE-BACKED TASK

    Develop new software applications or customize existing applications to meet specific scientific project needs.

    AI DOES

    Generates code and suggests architecture patterns

    YOU DO

    Design for real scientific needs

    About this analysis

    60% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  47. TASK 47

    Provide scientific direction for project teams regarding the evaluation or handling of devices, drugs, or cells for in vitro and in vivo disease models.

    AI DOES

    Searches literature, summarizes protocols, and drafts experimental design options

    YOU DO

    Apply deep lab experience and real-time judgment to guide your team safely and effectively

  48. TASK 48

    Direct the work of technicians and information technology staff applying bioinformatics tools or applications in areas such as proteomics, transcriptomics, metabolomics, or clinical bioinformatics.

    AI DOES

    Drafts project plans, summarizes pipeline progress, and flags bottlenecks in bioinformatics workflows

    YOU DO

    Build team relationships and make calls when science or priorities shift unexpectedly

  49. TASK 49

    Represent employer in a technical capacity at conferences.

    AI DOES

    Drafts talking points, prepares slide summaries, and suggests answers to likely questions

    YOU DO

    Build trust face-to-face and make real-time judgment calls during Q&A

  50. TASK 50

    Confer with departments, such as marketing, business development, or operations, to coordinate product development or improvement.

    AI DOES

    Drafts meeting summaries, prepares data reports, and suggests talking points

    YOU DO

    Build trust across teams and make judgment calls that balance competing priorities

  51. TASK 51

    Participate in the development of endangered species breeding programs or species survival plans.

    AI DOES

    Analyzes genetic diversity data, flags inbreeding risks, and drafts breeding pair recommendations

    YOU DO

    Build trust with partner institutions and make final calls on animal welfare trade-offs

  52. TASK 52

    Develop and maintain liaisons and effective working relations with groups and individuals, agencies, and the public to encourage cooperative management strategies or to develop information and interpret findings.

    AI DOES

    Drafts emails, summarizes research findings, and creates plain-language reports for public audiences

    YOU DO

    Show up, listen, build trust, and negotiate face-to-face with real people and communities

  53. TASK 53

    Evaluate new supplies and equipment to ensure operability in specific laboratory settings.

    AI DOES

    Researches specs, compares product reviews, and flags compatibility issues with existing lab systems

    YOU DO

    Physically test equipment in your lab and judge real-world performance yourself

  54. TASK 54

    Supervise or direct the work of other geneticists, biologists, technicians, or biometricians working on genetics research projects.

    AI DOES

    Drafts meeting summaries, tracks project timelines, and flags research bottlenecks in data

    YOU DO

    Build trust, resolve team conflicts, and make judgment calls on research direction

  55. TASK 55SOURCE-BACKED TASK

    Prepare results of experimental findings for presentation at professional conferences or in scientific journals.

    AI DOES

    Generates charts, graphs, and draft text from data

    YOU DO

    Choose the story and defend conclusions

    About this analysis

    45% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  56. TASK 56

    Study and manage wild animal populations.

    AI DOES

    Analyzes population data, identifies trends, and models habitat changes

    YOU DO

    Go into the field, observe animals directly, and make real-world management calls

  57. TASK 57

    Maintain laboratory safety programs and train personnel in laboratory safety techniques.

    AI DOES

    Drafts safety documents, quizzes, and training materials

    YOU DO

    Show up in person, demonstrate techniques, and judge whether staff truly understand

  58. TASK 58SOURCE-BACKED TASK

    Create or modify web-based bioinformatics tools.

    AI DOES

    Generates code templates and suggests algorithms

    YOU DO

    Design the tool's purpose and workflow

    About this analysis

    45% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  59. TASK 59SOURCE-BACKED TASK

    Manipulate publicly accessible, commercial, or proprietary genomic, proteomic, or post-genomic databases.

    AI DOES

    Queries databases and formats initial results

    YOU DO

    Choose the right analysis approach

    About this analysis

    44% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  60. TASK 60SOURCE-BACKED TASK

    Conduct applied research aimed at improvements in areas such as disease testing, crop quality, pharmaceuticals, and the harnessing of microbes to recycle waste.

    AI DOES

    Analyzes data patterns and suggests research directions

    YOU DO

    Design experiments and interpret real meaning

    About this analysis

    41% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  61. TASK 61SOURCE-BACKED TASK

    Search scientific literature to select and modify methods and procedures most appropriate for genetic research goals.

    AI DOES

    Finds relevant papers and suggests standard protocols

    YOU DO

    Judge which methods fit your specific goals

    About this analysis

    40% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  62. TASK 62

    Supervise biological technicians and technologists and other scientists.

    AI DOES

    Helps track team progress, draft feedback, and flag scheduling gaps

    YOU DO

    Build trust, read team dynamics, and make tough calls in the moment

  63. TASK 63

    Supervise technical personnel and postdoctoral research fellows.

    AI DOES

    Drafts feedback templates, tracks progress metrics, and suggests meeting agendas

    YOU DO

    Build relationships, read people, and guide careers with empathy and context

  64. TASK 64SOURCE-BACKED TASK

    Develop data models and databases.

    AI DOES

    Generates schema designs and optimizes queries

    YOU DO

    Choose what data serves the business

    About this analysis

    38% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  65. TASK 65

    Verify that cytogenetic, molecular genetic, and related equipment and instrumentation is maintained in working condition to ensure accuracy and quality of experimental results.

    AI DOES

    Tracks maintenance logs, flags overdue calibrations, and surfaces equipment error patterns from records

    YOU DO

    Physically inspect, test, and certify each instrument is truly working correctly

  66. TASK 66

    Develop methods and apparatus for securing representative plant, animal, aquatic, or soil samples.

    AI DOES

    Searches research literature, drafts sampling protocol templates, and suggests equipment options

    YOU DO

    Test methods in real field conditions and adapt to the specific environment

  67. TASK 67SOURCE-BACKED TASK

    Design and apply bioinformatics algorithms including unsupervised and supervised machine learning, dynamic programming, or graphic algorithms.

    AI DOES

    Generates code templates and optimizes algorithm parameters

    YOU DO

    Choose the right approach for biological questions

    About this analysis

    31% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  68. TASK 68SOURCE-BACKED TASK

    Recommend new systems and processes to improve operations.

    AI DOES

    Analyzes data patterns and suggests process improvements

    YOU DO

    Judge feasibility and lead the change

    About this analysis

    31% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  69. TASK 69SOURCE-BACKED TASK

    Create or use statistical models for the analysis of genetic data.

    AI DOES

    Runs standard models and generates initial results

    YOU DO

    Choose the right approach and interpret meaning

    About this analysis

    30% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  70. TASK 70SOURCE-BACKED TASK

    Test new and updated bioinformatics tools and software.

    AI DOES

    Runs automated test suites and flags basic errors

    YOU DO

    Judge if tools solve real research problems

    About this analysis

    29% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  71. TASK 71SOURCE-BACKED TASK

    Collaborate with software developers in the development and modification of commercial bioinformatics software.

    AI DOES

    Generates code snippets and suggests algorithm improvements

    YOU DO

    Guide design decisions and user needs

    About this analysis

    21% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  72. TASK 72SOURCE-BACKED TASK

    Study aquatic plants and animals and environmental conditions affecting them, such as radioactivity or pollution.

    AI DOES

    Processes data patterns and flags potential correlations

    YOU DO

    Design studies and interpret what it means

    About this analysis

    18% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  73. TASK 73SOURCE-BACKED TASK

    Consult with researchers to analyze problems, recommend technology-based solutions, or determine computational strategies.

    AI DOES

    Analyzes data patterns and suggests technical approaches

    YOU DO

    Shape strategy based on real constraints

    About this analysis

    17% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  74. TASK 74SOURCE-BACKED TASK

    Evaluate genetic data by performing appropriate mathematical or statistical calculations and analyses.

    AI DOES

    Runs statistical tests and generates analysis reports

    YOU DO

    Interpret results and guide next steps

    About this analysis

    17% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  75. TASK 75SOURCE-BACKED TASK

    Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function.

    AI DOES

    Generates summaries and visual diagrams of biological concepts

    YOU DO

    Connect patterns and ask deeper questions

    About this analysis

    16% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  76. TASK 76SOURCE-BACKED TASK

    Communicate research results through conference presentations, scientific publications, or project reports.

    AI DOES

    Drafts slides, formats citations, and suggests visuals

    YOU DO

    Shape the story and deliver with impact

    About this analysis

    10% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  77. TASK 77SOURCE-BACKED TASK

    Review, approve, or interpret genetic laboratory results.

    AI DOES

    Flags patterns and highlights key markers

    YOU DO

    Interpret meaning for each patient's story

    About this analysis

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

  78. TASK 78SOURCE-BACKED TASK

    Instruct undergraduate and graduate students within the areas of cellular or molecular biology.

    AI DOES

    Creates lesson plans and practice problems

    YOU DO

    Adapt to each student's confusion

    About this analysis

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

  79. TASK 79SOURCE-BACKED TASK

    Analyze determinants responsible for specific inherited traits, and devise methods for altering traits or producing new traits.

    AI DOES

    Processes genetic data and suggests modification pathways

    YOU DO

    Design safe experiments and ethical choices

    About this analysis

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

  80. TASK 80SOURCE-BACKED TASK

    Keep abreast of new biochemistries, instrumentation, or software by reading scientific literature and attending professional conferences.

    AI DOES

    Scans papers and summarizes key findings

    YOU DO

    Judge what's truly breakthrough and relevant

    About this analysis

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

  81. TASK 81SOURCE-BACKED TASK

    Collaborate with biologists and other professionals to conduct appropriate genetic and biochemical analyses.

    AI DOES

    Suggests analysis methods and interprets initial results

    YOU DO

    Choose the right approach and build trust

    About this analysis

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

  82. TASK 82SOURCE-BACKED TASK

    Teach or supervise students and perform research at universities and colleges.

    AI DOES

    Generates lesson plans and research summaries

    YOU DO

    Inspire curiosity and guide discovery

    About this analysis

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

  83. TASK 83SOURCE-BACKED TASK

    Instruct others in the selection and use of bioinformatics tools.

    AI DOES

    Generates tutorials and explains tool features

    YOU DO

    Choose the right tool for each learner

    About this analysis

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

  84. TASK 84SOURCE-BACKED TASK

    Study reactions of plants, animals, and marine species to parasites.

    AI DOES

    Analyzes patterns in large datasets quickly

    YOU DO

    Design experiments and interpret 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.