Distribution across 35 profiles.
Middle half of Physicists score between 24% and 31%.
0%
50%
100%
p10 · 18%
33% · p90
Task breakdown by work type
On-screen work51%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen0%
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer + action8%
Computer input, real-world output — needs someone to act on it, not just software.
Fully in-person42%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Physicist, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Designing and conducting experiments to test hypotheses about physical phenomena, often using specialized equipment like particle accelerators, lasers, or telescopes
deep expertisesocial element
45%AA
0%
Developing mathematical models or theoretical frameworks to explain observed physical behaviors or predict outcomes under different conditions
deep expertise
22%DD
35%
Collaborating with other researchers, engineers, or technicians to troubleshoot experimental setups, interpret results, or refine methodologies
deep expertisesocial core
10%AA
1%
Teaching or mentoring students, interns, or junior researchers, including preparing lectures, grading assignments, or supervising lab work
deep expertisesocial core
10%AA
5%
Analyzing experimental data using statistical methods, computational tools, or simulations to identify patterns, validate theories, or discover new insights
5%DD
60%
Presenting findings at conferences, seminars, or workshops to engage with peers, receive feedback, or disseminate research outcomes
deep expertisesocial core
4%DA
5%
Writing research papers, reports, or grant proposals to document findings, secure funding, or share knowledge with the scientific community
0%DD
51%
TaskTimeTypeExposure
Analyzing experimental data using statistical methods, computational tools, or simulations to identify patterns, validate theories, or discover new insights
26%DD
64%
Designing and conducting experiments to test hypotheses about physical phenomena, often using specialized equipment like particle accelerators, lasers, or telescopes
deep expertisesocial element
23%AA
0%
Collaborating with other researchers, engineers, or technicians to troubleshoot experimental setups, interpret results, or refine methodologies
deep expertisesocial core
17%AA
6%
Writing research papers, reports, or grant proposals to document findings, secure funding, or share knowledge with the scientific community
11%DD
55%
Presenting findings at conferences, seminars, or workshops to engage with peers, receive feedback, or disseminate research outcomes
deep expertisesocial core
11%DA
2%
Developing mathematical models or theoretical frameworks to explain observed physical behaviors or predict outcomes under different conditions
deep expertise
8%DD
35%
Teaching or mentoring students, interns, or junior researchers, including preparing lectures, grading assignments, or supervising lab work
deep expertisesocial element
1%AA
2%
TaskTimeTypeExposure
Developing mathematical models or theoretical frameworks to explain observed physical behaviors or predict outcomes under different conditions
29%DD
68%
Analyzing experimental data using statistical methods, computational tools, or simulations to identify patterns, validate theories, or discover new insights
25%DD
64%
Designing and conducting experiments to test hypotheses about physical phenomena, often using specialized equipment like particle accelerators, lasers, or telescopes
deep expertisesocial element
22%AA
0%
Writing research papers, reports, or grant proposals to document findings, secure funding, or share knowledge with the scientific community
11%DD
55%
Teaching or mentoring students, interns, or junior researchers, including preparing lectures, grading assignments, or supervising lab work
deep expertisesocial core
7%AA
7%
Collaborating with other researchers, engineers, or technicians to troubleshoot experimental setups, interpret results, or refine methodologies
some context neededsocial core
1%AA
6%
Presenting findings at conferences, seminars, or workshops to engage with peers, receive feedback, or disseminate research outcomes
some context neededsocial core
1%DA
10%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.
