Distribution across 10 profiles.
Middle half of Physical Scientists, All Others score between 16% and 25%.
0%
50%
100%
p10 · 14%
27% · p90
Task breakdown by work type
On-screen work30%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen15%
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer + action6%
Computer input, real-world output — needs someone to act on it, not just software.
Fully in-person48%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Physical Scientists, All Other, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Calibrating, maintaining, and troubleshooting laboratory instruments and equipment to ensure accuracy and reliability of experimental results
deep expertise
32%AA
0%
Analyzing experimental data using statistical software, programming scripts, or specialized scientific tools to identify patterns, trends, or anomalies
20%DD
49%
Presenting research findings at conferences, seminars, or internal meetings to share insights, gather feedback, or advocate for further research
deep expertisesocial core
15%DA
3%
Designing and conducting laboratory experiments to test hypotheses or validate scientific models, including setting up equipment, preparing samples, and recording precise measurements
deep expertisesocial element
15%AA
1%
Collaborating with colleagues, research teams, or external partners to discuss findings, troubleshoot experimental issues, or plan next steps in research projects
deep expertisesocial core
11%AA
3%
Reviewing scientific literature, attending conferences, or participating in workshops to stay updated on advancements in their field and incorporate new knowledge into their work
deep expertisesocial element
3%AD
26%
Writing detailed research reports, scientific papers, or grant proposals to document findings, secure funding, or share results with the scientific community
deep expertisesocial element
0%DD
24%
TaskTimeTypeExposure
Reviewing scientific literature, attending conferences, or participating in workshops to stay updated on advancements in their field and incorporate new knowledge into their work
deep expertisesocial element
21%AD
16%
Analyzing experimental data using statistical software, programming scripts, or specialized scientific tools to identify patterns, trends, or anomalies
17%DD
58%
Calibrating, maintaining, and troubleshooting laboratory instruments and equipment to ensure accuracy and reliability of experimental results
deep expertise
17%AA
0%
Writing detailed research reports, scientific papers, or grant proposals to document findings, secure funding, or share results with the scientific community
deep expertisesocial element
15%DD
28%
Designing and conducting laboratory experiments to test hypotheses or validate scientific models, including setting up equipment, preparing samples, and recording precise measurements
deep expertisesocial element
13%AA
12%
Collaborating with colleagues, research teams, or external partners to discuss findings, troubleshoot experimental issues, or plan next steps in research projects
some context neededsocial core
11%AA
4%
Presenting research findings at conferences, seminars, or internal meetings to share insights, gather feedback, or advocate for further research
deep expertisesocial core
3%DA
5%
TaskTimeTypeExposure
Analyzing experimental data using statistical software, programming scripts, or specialized scientific tools to identify patterns, trends, or anomalies
26%DD
70%
Writing detailed research reports, scientific papers, or grant proposals to document findings, secure funding, or share results with the scientific community
17%DD
49%
Reviewing scientific literature, attending conferences, or participating in workshops to stay updated on advancements in their field and incorporate new knowledge into their work
deep expertisesocial element
16%AD
15%
Collaborating with colleagues, research teams, or external partners to discuss findings, troubleshoot experimental issues, or plan next steps in research projects
some context neededsocial core
14%AA
5%
Calibrating, maintaining, and troubleshooting laboratory instruments and equipment to ensure accuracy and reliability of experimental results
deep expertise
12%AA
2%
Designing and conducting laboratory experiments to test hypotheses or validate scientific models, including setting up equipment, preparing samples, and recording precise measurements
deep expertisesocial element
11%AA
3%
Presenting research findings at conferences, seminars, or internal meetings to share insights, gather feedback, or advocate for further research
deep expertisesocial element
1%DA
14%
Save & share
AI tools for this role
Tools relevant to the most automatable tasks in this profession.
