These tools often interact in a complementary manner. For instance, microscopy techniques can be used in conjunction with spectroscopy techniques to provide both morphological and compositional information about a catalyst. Similarly, computational tools can predict outcomes that can be validated experimentally using reactor systems and characterization techniques.