According to Billhimer, blood was spotted on the rear driver's side door and quarter panel when the car was discovered in Jackson later that day.
The New Jersey State Police Office of Forensic Sciences was able to match DNA from the vehicle's blood stain to Bailey, which led to the identification of Bailey as the missing man, according to Billhimer.
On October 13, 2020, a court-ordered buccal swab of Bailey was collected, and DNA profiles from the blood stain and bite marks on the victim's leg were compared, according to Billhimer. After the match was established on January 4, 2021, Bailey was arrested the following day and charged with carjacking.