Biochemists and biophysicists

Use computer modeling software to determine three-dimensional structures of proteins and molecules

AI systems like AlphaFold have revolutionized protein structure prediction and molecular modeling, performing these tasks at or above human expert level. Current AI can determine 3D structures from sequences with high accuracy, requiring minimal human intervention beyond input preparation and validation.

BLS evidence: The page states 'They also use x rays and computer modeling software to determine the three-dimensional structures of proteins and other molecules.'

Prepare technical reports, research papers, and recommendations based on research findings

AI can now draft technical reports and research papers from experimental data, figures, and researcher notes with substantial quality. Large language models excel at scientific writing structure and can synthesize findings into coherent narratives, though expert review and refinement remain important for publication-quality work.

BLS evidence: The duties section states they 'Prepare technical reports, research papers, and recommendations based on their research findings.'

Review literature and the findings of other researchers and attend conferences

AI can efficiently review vast scientific literature, summarize findings, identify relevant papers, and extract key insights from research articles. Conference attendance still requires physical presence, but the literature review component—a major part of this task—is highly automatable with current LLMs and specialized scientific AI tools.

BLS evidence: The duties section states they 'Review literature and the findings of other researchers and attend conferences.'

Secure funding and write grant applications

AI can draft grant applications, help structure proposals, and generate preliminary text from research plans, but securing funding requires strategic positioning, understanding funder priorities, and often relationship-building that AI cannot fully replicate. The writing is partially automatable; the strategy and networking are not.

BLS evidence: The duties section lists 'Secure funding and write grant applications,' and the page notes those in basic research 'must submit written grant proposals.'

Present research findings to scientists, engineers, and other colleagues

Presenting research findings requires real-time audience engagement, answering spontaneous questions, reading room dynamics, and adapting explanations to audience expertise. AI can generate slides and talking points, but the interactive presentation itself remains a human activity.

BLS evidence: The duties section explicitly includes 'Present research findings to scientists, engineers, and other colleagues.'

Manage laboratory teams and monitor the quality of their work

Managing laboratory teams involves interpersonal dynamics, mentoring, conflict resolution, and quality oversight that requires physical lab presence and human judgment. AI can help with scheduling and tracking metrics, but the core supervisory and quality assessment functions remain human-intensive.

BLS evidence: The duties section lists 'Manage laboratory teams and monitor the quality of their work' as a typical duty.

Plan and conduct complex projects in basic and applied research

Planning complex research projects requires deep domain expertise, hypothesis generation from tacit knowledge, and strategic decision-making about experimental design that AI cannot yet replicate autonomously. AI can assist with literature review and suggest approaches, but the creative and strategic elements remain human-driven.

BLS evidence: The duties section lists 'Plan and conduct complex projects in basic and applied research' as the first primary duty.

Research the effects of substances such as drugs, hormones, and nutrients on tissues and biological processes

Researching biological effects requires designing experiments, physically conducting them in wet labs, interpreting complex biological responses, and making judgment calls about confounding variables. While AI can help analyze results, the experimental execution and nuanced interpretation remain predominantly manual.

BLS evidence: The duties section states they 'Research the effects of substances such as drugs, hormones, and nutrients on tissues and biological processes.'

Conduct scientific experiments and analyses using advanced technologies such as lasers and fluorescent microscopes

Operating advanced laboratory equipment like lasers and fluorescent microscopes requires physical presence, real-time calibration, sample preparation, and troubleshooting of sensitive instruments in unpredictable lab conditions. AI can assist with image analysis post-capture but not the experimental execution.

BLS evidence: The page states 'Biochemists and biophysicists use advanced technologies, such as lasers and fluorescent microscopes, to conduct scientific experiments and analyses.'

Isolate, analyze, and synthesize proteins, fats, DNA, and other molecules

This task requires physical laboratory work with precise manual manipulation of samples, operation of specialized equipment, and real-time adjustments based on experimental conditions. Current robotics and AI cannot handle the variability and dexterity required for most molecular biology bench work.

BLS evidence: The duties section explicitly states biochemists and biophysicists 'Isolate, analyze, and synthesize proteins, fats, DNA, and other molecules.'