Pierce was the victim of a carjacking and armed robbery at gunpoint in his hometown of Philadelphia in June 2013. His BMW sport-utility vehicle was stolen in the 7500 block of Haverford Ave. while he was visiting friends and eating pizza. The 2012 third-round draft pick from Temple was unharmed in that incident.