Arnold grew up in Irvine, California and Columbia, Kentucky. He studied Physics at Centre College in Danville, Kentucky before moving to Los Angeles to attend graduate film school at the USC School of Cinema-Television. He graduated in May of 2002 from USC with an MFA in film production. Arnold currently resides in Los Angeles.