Does weight make an object fall/roll down a hill faster than lighter object, like a bike.?

i know gravity is constant, but things like pinewood derby cars add weight to increase speed. does it really work? adding weight would tend to increase friction am i right? where is the point of weight that is between increasing and decreasing friction.