It was recently reported that, in the highly overdoped side of single-crystal 2− 4 films, the transition temperature and zero-temperature superfluid phase stiffness (0) will obey a parabolic scaling = • √ (0). Parabolic scaling indicates a quantum phase transition from a superconductor to a normal metal, for which there has been scant understanding [Nature 536, 309-311 (2016)]. The current study shows that, using the quantum critical model for zero-temperature Cooper pairs [EPL 118, 57007 (2017)], parabolic scaling can be exactly derived, where = ( , ) is uniquely determined by the Fermi energy and the minimal lattice constant of superconducting materials. For single-crystal 2− 4 films, we calculate the theoretical value of , which yields 4.29 • 1 2 ⁄ and is in accordance with an experimental measure value (4.2 ± 0.5) • 1 2 ⁄ with high accuracy. Our formula for can be further tested by investigating other BCS-like materials.