Science · SOC 19-1029.04
Field biology, organism study, and ecological interpretation require physical presence and scientific judgment that AI cannot replicate.
Parts of the job are exposed, but judgment and context still matter.
Timeline: AI will increasingly assist with data analysis and species identification, but the field judgment, stakeholder engagement, and teaching roles at the heart of biological science will remain distinctly human for the foreseeable future.
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Industry pages show which sectors this occupation feeds and the AI companies driving the shift.
AI job-risk card
Biologists is watch on AIFear. Parts of the job are exposed, but judgment and context still matter.
AIFear.com
Our AI Fear Score for Biologists is 42/100 (Watch). Parts of the job are exposed, but judgment and context still matter.
42 out of 100, based on an AI-model review of this occupation's O*NET tasks against what current AI can actually do.
Most exposed: Programming and using computers to store and process biological data, Preparing technical reports and environmental impact documents, Reviewing regulatory proposals for scientific accuracy, Writing grant proposals. Harder to automate: Field data collection and direct organism observation, Teaching and supervising students in research settings, Building collaborative relationships with agencies and communities, Developing and testing original biological theories.
Lean into Field ecology and biological survey methods, AI-assisted species identification and data analysis, Environmental policy and regulatory knowledge, Research design and scientific methodology, Public and stakeholder communication. Consider roles such as Environmental Consultant or Conservation Biology Program Manager or University Biology Professor.
Tasks, skills and AI-exposure for this role were reviewed by an AI model against its O*NET task profile (curated roles use published research anchors). Pay and employment, where shown, are U.S. BLS OEWS (May 2024) figures. This is an estimate, not a prediction about any individual's job. Compare all occupations.