McConnell was born in Pennsylvania in 1914, and studied at Carnegie Institute of Technology obtaining a B.S. in physics in 1935 and a Ph.D. from the University of Pittsburgh in 1947. He worked as a physicist at a U.S. Naval aircraft factory and at the Massachusetts Institute of Technology Radiation Laboratory. He also worked in radar moving target indication, iconoscope, and ultrasonic microwaves.