A Big Kid Job is one's first job upon completing college or some other form of higher learning. Essentially, this job is the beginning of an actual career rather than continuing along a string of shitty, unprofessional, or unskilled positions.
"Hey man, did you guys hear that Bob just got his first big kid job? No more boozing until 3 AM on Wednesdays for him . . ."