Distribution across 35 profiles.
Middle half of Materials Scientists score between 19% and 26%.
0%
50%
100%
p10 · 17%
29% · p90
Task breakdown by work type
On-screen work22%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen54%
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer + action0%
Computer input, real-world output — needs someone to act on it, not just software.
Fully in-person23%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Materials Scientist, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Designing and conducting experiments to synthesize new materials (e.g., alloys, polymers, or composites) in a lab setting, including preparing samples and adjusting parameters like temperature or pressure
deep expertisesocial element
31%AD
10%
Collaborating with engineers, product developers, or other scientists to translate material research into practical applications (e.g., for aerospace, electronics, or medical devices)
deep expertisesocial core
19%AA
2%
Analyzing material properties (e.g., strength, conductivity, or corrosion resistance) using tools like electron microscopes, X-ray diffraction, or spectroscopy, and interpreting the data
deep expertise
14%AD
18%
Developing or refining computational models (e.g., using density functional theory or molecular dynamics) to predict material behavior or simulate experimental outcomes
14%DD
57%
Troubleshooting experimental failures or unexpected results, often requiring hands-on adjustments to equipment or protocols
deep expertisesocial element
12%AA
3%
Reviewing scientific literature or attending conferences to stay updated on advancements in materials science and identify new research opportunities
deep expertisesocial core
3%AD
7%
Writing technical reports, research papers, or grant proposals to document findings, secure funding, or share results with colleagues or stakeholders
some context neededsocial core
3%DD
36%
TaskTimeTypeExposure
Writing technical reports, research papers, or grant proposals to document findings, secure funding, or share results with colleagues or stakeholders
some context neededsocial core
32%DD
30%
Collaborating with engineers, product developers, or other scientists to translate material research into practical applications (e.g., for aerospace, electronics, or medical devices)
deep expertisesocial core
23%AA
1%
Analyzing material properties (e.g., strength, conductivity, or corrosion resistance) using tools like electron microscopes, X-ray diffraction, or spectroscopy, and interpreting the data
22%AD
36%
Designing and conducting experiments to synthesize new materials (e.g., alloys, polymers, or composites) in a lab setting, including preparing samples and adjusting parameters like temperature or pressure
deep expertisesocial element
14%AD
17%
Troubleshooting experimental failures or unexpected results, often requiring hands-on adjustments to equipment or protocols
deep expertisesocial element
3%AA
0%
Reviewing scientific literature or attending conferences to stay updated on advancements in materials science and identify new research opportunities
some context neededsocial core
1%AD
21%
Developing or refining computational models (e.g., using density functional theory or molecular dynamics) to predict material behavior or simulate experimental outcomes
0%DD
61%
TaskTimeTypeExposure
Designing and conducting experiments to synthesize new materials (e.g., alloys, polymers, or composites) in a lab setting, including preparing samples and adjusting parameters like temperature or pressure
36%AD
20%
Writing technical reports, research papers, or grant proposals to document findings, secure funding, or share results with colleagues or stakeholders
some context neededsocial core
18%DD
26%
Developing or refining computational models (e.g., using density functional theory or molecular dynamics) to predict material behavior or simulate experimental outcomes
15%DD
58%
Reviewing scientific literature or attending conferences to stay updated on advancements in materials science and identify new research opportunities
some context neededsocial core
14%AD
23%
Collaborating with engineers, product developers, or other scientists to translate material research into practical applications (e.g., for aerospace, electronics, or medical devices)
deep expertisesocial element
10%AA
2%
Analyzing material properties (e.g., strength, conductivity, or corrosion resistance) using tools like electron microscopes, X-ray diffraction, or spectroscopy, and interpreting the data
4%AD
38%
Troubleshooting experimental failures or unexpected results, often requiring hands-on adjustments to equipment or protocols
deep expertisesocial element
1%AA
2%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.
