In the field of catalysis, understanding the electronic structure of catalysts is essential for optimizing their performance. The GW approximation provides a more accurate description of the electronic states compared to standard Density Functional Theory (DFT) methods. This is important for predicting the behavior of transition metals, metal oxides, and other catalytic materials under reaction conditions.