Originally Posted by FBinNY

This question was answered almost a century ago, and is common knowledge in the chain drive world. Larger sprockets increase efficiency for a number of reasons. Chief among them are reduced chain tension at the same input/output torques, and reduced movement as the chain winds onto and off the sprockets.

Lower bearing load at the chains pins, and less movement translate to higher efficiency.