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Biologists

Biologists score 49 out of 100, which is elevated exposure to AI. That ranks #269 of 923 US occupations, where #1 is the most exposed. Of the 22 tasks in this job, AI could speed up 4 on its own and 14 more with extra software built on top of it. In April–May 2026, 5 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

49/ 100
Elevated
Rank
#269of 923 jobs
US workers
55,850for Biological Scientists, All Other
Median pay
$98,920a year
In real AI use
5 of 22tasks, April–May 2026

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

  • AI can speed this up on its own: 4 (18%)
  • AI can speed this up with extra software: 14 (64%)
  • Little or no AI speed-up: 4 (18%)
  • Program and use computers to store, process, and analyze data.AI can speed this up on its own · core task · Seen in real AI use
  • Communicate test results to state and federal representatives and general public.AI can speed this up on its own · core task
  • Prepare requests for proposals or statements of work.AI can speed this up on its own · core task · Seen in real AI use
  • Write grant proposals to obtain funding for biological research.AI can speed this up on its own · supplemental task
  • Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.AI can speed this up with extra software · core task · Seen in real AI use
  • Collect and analyze biological data about relationships among and between organisms and their environment.AI can speed this up with extra software · core task
  • Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.AI can speed this up with extra software · core task · Seen in real AI use
  • Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function.AI can speed this up with extra software · core task · Seen in real AI use
  • 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 can speed this up with extra software · core task
  • Plan and administer biological research programs for government, research firms, medical industries, or manufacturing firms.AI can speed this up with extra software · supplemental task
  • Study aquatic plants and animals and environmental conditions affecting them, such as radioactivity or pollution.AI can speed this up with extra software · supplemental task
  • 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 can speed this up with extra software · supplemental task
  • Study and manage wild animal populations.AI can speed this up with extra software · supplemental task
  • Measure salinity, acidity, light, oxygen content, and other physical conditions of water to determine their relationship to aquatic life.AI can speed this up with extra software · supplemental task
  • Prepare plans for management of renewable resources.AI can speed this up with extra software · supplemental task
  • Teach or supervise students and perform research at universities and colleges.AI can speed this up with extra software · supplemental task
  • Study reactions of plants, animals, and marine species to parasites.AI can speed this up with extra software · supplemental task
  • Develop pest management and control measures, and conduct risk assessments related to pest exclusion, using scientific methods.AI can speed this up with extra software · supplemental task
  • 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.Little or no AI speed-up · core task
  • Supervise biological technicians and technologists and other scientists.Little or no AI speed-up · core task
  • Represent employer in a technical capacity at conferences.Little or no AI speed-up · core task
  • Develop methods and apparatus for securing representative plant, animal, aquatic, or soil samples.Little or no AI speed-up · core task

Similar jobs, lower exposure

Related occupations that score at least 10 points lower.

Other jobs in this field

Life, Physical, and Social Science occupations close to this one.

Questions about biologists and AI

Will AI replace biologists?

Not entirely. Parts of the job are likely to change as AI takes over routine tasks. Biologists score 49 out of 100 (elevated exposure), #269 of 923 US jobs. AI could speed up 18 of the job's 22 tasks, 4 of them on its own, while 4 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which biologists tasks can AI do?

The most exposed tasks include "Program and use computers to store, process, and analyze data"; "Communicate test results to state and federal representatives and general public"; "Prepare requests for proposals or statements of work".

Which biologists tasks are hardest for AI?

Tasks with little or no AI speed-up include "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"; "Supervise biological technicians and technologists and other scientists"; "Represent employer in a technical capacity at conferences".

Are people already using AI for this work?

Yes. In April–May 2026, 5 of the 22 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as biologists, and what do they earn?

About 55,850 people in the US (figure for Biological Scientists, All Other), with median pay of $98,920 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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