It happened shortly after 6:00 p.m. Sunday along Haverford Avenue near Brentwood Road in Philadelphia's Overbrook Park section.
Police say at least two armed men pulled up in a blue Toyota and took Pierce's black 2012 BMW X6.
The car was recovered the following day.
Pierce and his passenger were not injured.
The suspects remain at large.