Data-driven probes of relevant local properties (such as those descriptive of electrochemical behavior ) could further help to accelerate scientific discovery, with the ultimate promise of in operando characterization and automated planning of experiments . However, accessing local chemical properties of metal centers by spectroscopy can be challenging due to the contribution of multiple factors, such as ligand type, coordination numbers, and charge and spin states.