I think isolation of factors is a bigger problem than sample size, in this case.

15mph versus 13mph is about 15%, which is an absolutely gigantic performance difference to exist between two bikes. Like, even when I'm climbing steep hills, I'm only about 6-7% faster on my 20lb road bike than on my 33lb gravel bike, at similar effort.