NetworkX can be employed to model reaction networks in catalytic systems. Catalytic reaction networks often consist of numerous interconnected reactions, intermediates, and products. By representing these components as nodes and edges, researchers can use NetworkX to visualize and analyze the entire network. This allows for the identification of key reaction pathways and critical intermediates.