A lot of materials science is already done through simulation, same with a large chunk of chemistry and biology. That fraction will only increase over time.

https://en.wikipedia.org/wiki/Computational_chemistry

https://en.wikipedia.org/wiki/Computational_biology

https://en.wikipedia.org/wiki/Computational_materials_scienc...

These fields are all going through a tremendous acceleration right now.