I like to hear singers doing the same songs differently - it makes me think that they are actually paying attention to what they are singing, rather than just opening their mouths and singing on autopilot.

There is one singer of whom I've had cause to rant about previously, who has recorded the same songs many times and in many settings and situations.   With only a few exceptions, they are practically identical...

LTS