I think comfort, familiarity, and good coaching matter. Jackson was for the most part great here in 2012 and clearly he is comfortable playing here and the Nats clubhouse seems to be very fitting for veteran guys. That and don't discount Mike Maddux who many consider to be the best pitching coach in baseball.
Baltimore just doesn't develop or coach Ps well, haven't in basically forever either. See Jake Arietta.