Originally Posted by
asgelle
Of course it does. Drive train losses are proportional to the tension in the chain and diameter of the sprockets. Now, how much of a change that makes is another story.
Next to nothing unless it's so tight that your derailleur breaks off. All you need is a fixed gear and moving the axle/back forth to see the effects yourself.