why does scheduling threads working on the same data at the same time on the same processor reduce inherent communication times? Is it due to the threads sharing the same local cache for data instead of different caches across processors which would involve interprocessor communication delays?

Yes @shivalgo, I think that is the explanation prof gave in favor of using the same processor when threads share the same data.