Records indicate Raburn had a long criminal history He was released from prison in 2013 after serving eight years for an aggravated kidnapping charge. In 2004 he was initially charged with rape, aggravated kidnapping, and assault on a law enforcement officer.

Raburn was sent back to prison several times and absconded in 2019.