Visualization of reaction networks can reveal hidden patterns and relationships within the data. This is particularly useful for identifying bottlenecks or inefficiencies in the catalytic process. NetworkX offers various tools for visualizing networks, making it easier to interpret complex reaction data and devise strategies for improvement.