> It is ideally something I already know.

Yes. I've listened to some albums 100s of times and they are so familiar they aren't distracting but actually help me focus.

If I listen to something interesting and new it's harder to focus. If I listen to primarily speech (Howard Stern, podcast, etc.) forget it.