Originally Posted by sfrider

It matters for acceleration since you not only have to accelerate the wheel mass forward with the rest of the bicycle, but you also have to add rotational energy to the wheels. And the rotational (angular) energy grows with the square of the rotational speed (angular velocity). (For the technical people, there is an w^2 factor where w=omega.) Forward kinetic energy only grows linearly with speed.