Descriptors are essential for rational catalyst design. By understanding which descriptors influence catalytic performance, researchers can tailor catalysts to achieve desired outcomes. For example, the d-band center theory helps in predicting the activity of transition metal catalysts by relating the position of the d-band center to the strength of adsorption of reactants and intermediates.