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. After working for Quentin Tarantino as a set PA, he began writing and directing his own film and television projects. He resides in Los Angeles.