Answer
Lightweight, solid tires will beat heavy, hoop-like tires in the soapbox derby.
Work Step by Step
The youngster should use wheels with the smallest possible rotational inertia. The body of the car doesn't rotate, so it does not contribute to the rotational inertia.
Remember, we want the smallest possible rotational inertia relative to the mass (page 138).