Towards that end, the present study focuses on the second class of linear relationships. We aim to gain an in-depth understanding of the causes of these linear scaling relations in the context of adsorption of CH x species on fcc(100) transition metal surfaces. Specifically, plane-wave and atomic orbital DFT calculations and absolutely localized molecular orbital (ALMO) based energy decomposition analysis are performed to seek answers to two questions: