That'll depend on where you live.
In Canada, it took me about 3 weeks, and all I had to do was mail in the form with $135. The form took two seconds to sign by an official at city hall.
I think, could be wrong, but some US states make it tough by having to post in the newspaper about intent to change name? And I think some states get lawyers and/or judges involved. I could be wrong.