From what I hear, Oblivion is too straight forward.
In Morrowind, it keeps you wondering on what you had to do, and it didn't hold your hand through the entire game. Also, the PC version is easy to mod and has mods being created for it every day, to this day.
I haven't played morrowind though, so I can't attest to anything.