Atanu,
I'm not sure if we have an OOTB report that shows this, but are you referring to status change from Open -> ACK type of response times on SDM tickets?
OR are you looking at resolution times ?
Status change times can be obtained by looking at the Activity Details class in the SDM universe. Below discussion talks about transfers, but similar approach might help you here too:
_R