The reason for the reduction isn't so much for aerodynamics but to reduce the noise and lower the temperature.
Actually, now that I think about it...
...a lot of the noise comes from the prop tips which could very well be supersonic. So, there's an aerodynamic aspect to it, in a backwards sort of way.