 Bizzell was born in Independence, Texas, to George McDuffie and Sarah Elizabeth (Wade) Bizzell.He received multiple degrees from Baylor University between 1898 and 1900 and from the University of Illinois College of Law between 1911 and 1912.He received his Ph.D. from Columbia University in 1921.