Home / AI Risk Index / Materials Scientist
Will AI replace Materials Scientist?
Life, Physical, and Social Science · $117,790 median pay · Bachelor's degree
Automation exposure
How much of the work AI can already do
More exposed than 41% of the occupations in the index.
Averaged across 17 O*NET tasks, weighted by importance.
AI assistance potential
How much AI tools make the worker more capable
Materials science is undergoing a major paradigm shift driven by AI tools and materials informatics. Generative models and machine learning frameworks can predict crystal structures, thermodynamic stability, and mechanical/chemical properties in seconds, allowing scientists to screen millions of potential compounds computationally before entering the physical lab. Additionally, AI enhances experimental data analysis (e.g., spectroscopy, X-ray diffraction, electron microscopy interpretation) and accelerates literature reviews and grant writing. While physical synthesis and empirical testing in the lab remain essential, an AI-fluent materials scientist can accomplish significantly more complex and targeted research than a traditional peer.
What the work involves and who it suits, beyond AI.
What the two scores mean
Automation exposure is how much of the work current AI can already perform. A high score means the tasks are exposed, not that the job will disappear: how employers use that is a separate question.
AI assistance potential is how much AI tools make a worker in this occupation more capable. It is upside, not risk — a job can score high on both.
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