Machine-learning models can speed up the discovery of new materials by making predictions and suggesting experiments. But most models today only consider a few specific types of data or variables.

Ever since I left the bench for my first lab management role, people have asked me, “Don’t you miss being in the lab and doing experiments?” My typical response is that I miss being in the lab, but I ...