At what point does the U.S secret service make the decision to protect a candidate or anyone for that matter?

I can kind of understand why Hillary Clinton, being a U.S. senator and former first lady, is entitled to secret service protection. As i watch some of these candidates become more "newsworthy" i notice they are surrounded by secret service agents.(Rudy,Mitt etc.)