One reason cancer cells prefer glycolysis is that it allows them to produce lactate and ATP more rapidly than oxidative phosphorylation. Additionally, glycolysis provides intermediates for biosynthetic pathways, such as the pentose phosphate pathway, which are essential for synthesizing nucleotides and amino acids. This metabolic shift supports the high proliferation rate of cancer cells.