In the field of catalysis, understanding the electronic structure of catalysts is crucial for designing more efficient and selective catalytic processes. Traditional methods like Density Functional Theory (DFT) have limitations, especially when dealing with strongly correlated systems or transition metals. QMC provides a more accurate alternative to DFT, allowing for better predictions of catalytic properties and behaviors.