Pathway complexity is often analyzed using a combination of experimental techniques and computational methods. Experimental techniques such as spectroscopy, chromatography, and kinetics provide insights into the intermediates and reaction rates. Computational methods, including density functional theory (DFT) and molecular dynamics, help in visualizing and predicting the potential energy surfaces and transition states.