Milkhead originated in Philadelphia, 2004 AD. The actual phenomenon was born 1990 AD. It is used for specific losers (lo-ser) who can be described in no other way except for Milkhead.
It is commonly used for girls who have no idea what they are talking about.
Wow, Susie. She is such a milkhead.