Reaction networks are typically constructed using experimental data and theoretical models. Techniques such as kinetic analysis, spectroscopy, and computational chemistry are employed to identify and quantify the various species and their interactions. Once the data is gathered, it can be represented in the form of a graph where nodes represent chemical species and edges represent reactions.