Constructing a reaction scheme involves a combination of experimental data and theoretical calculations. Techniques such as spectroscopy, mass spectrometry, and chromatography are used to identify intermediates and transition states. Computational methods like density functional theory (DFT) are employed to predict the energies of these species and to map out possible reaction pathways.