Once you are up to speed and rolling along, the 50mm wheel will benefit you more. However, the more you have to accelerate the wheel (stop lights, turns, climbs, etc.) aero benefits start to fade, and a lighter wheel’s benefits increase.
All that said, deeper wheels look sexier.
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