 Witter's family had moved to Northern California from Wausau, Wisconsin, settling in San Carlos, California in 1891.Witter graduated from the University of California, Berkeley in 1909.At Berkeley, Witter was a member of the elite Zeta Psi fraternity, and distinguished himself for rowing.