Do black guys really prefer Light skinned girls?

I'm 17 and I am a mahogany color and I have witnessed black guys go with a girls who are obviously unattractive but who are lightskinned and don't seem to care as long as she's lightskinned (or where I'm from "red") So my question is do looks matter as much to black guys if the girl has lightskin?