Street Scholar means that you have graduated from the streets and you are with that hot shit. It also means that you are street smart which means that you pop shit.
I graduated from the streets, nigga i'm a street scholar.
A hustler, someone who majored in Culinary Arts that works the bread, cheese, and dough.
James was a street scholar before being locked up.