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Science

Research Scientist

Based on 37 assessments · 1 from real users

29% Moderate risk

Average realistic automation risk across all Research Scientist profiles in the dataset.

Raw potential
60%
Realistic risk
29%
Research benchmark ?
52%

Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context. Research benchmark: Eloundou et al. (2023)

Distribution across 37 profiles. Middle half of Research Scientists score between 25% and 32%.

0% 50% 100%
p10 · 22%
35% · p90
On-screen work 41%

Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.

In-person + screen 43%

Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.

Computer + action 0%

Computer input, real-world output — needs someone to act on it, not just software.

Fully in-person 16%

No computer required. Furthest from automation — the strongest human advantage.

3 synthetic profiles for a Research Scientist, ordered by automation exposure. Tab between them to see how task mix drives the score difference.

Task Time Type Exposure
Designing and planning experiments to test hypotheses, including selecting methods, materials, and equipment
deep expertise social element
22% AD 9%
Conducting laboratory experiments or field studies to collect data, often requiring precise measurements and adherence to protocols
18% AD 34%
Reviewing scientific literature to stay updated on advancements in the field and identify gaps or opportunities for new research
deep expertise
16% DD 38%
Collaborating with colleagues, presenting findings at conferences, or participating in team meetings to discuss progress and next steps
deep expertise
15% AA 5%
Writing research papers, reports, or grant proposals to communicate findings, secure funding, or contribute to scientific literature
deep expertise
14% DD 14%
Troubleshooting experimental issues, refining methodologies, or adapting protocols based on unexpected results or challenges
deep expertise social element
11% AA 8%
Analyzing experimental data using statistical tools, software, or computational models to identify patterns or validate results
1% DD 68%

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