That's interesting, because my first year, I optimized for aerodynamics (and maximized the weight) but lost severely.

In later years, I realized that it had more to do with the wheel friction, and I made cars that were more interesting than perfect teardrop shapes and which also went much faster due to careful attention to wheel placement and lubrication.