I like to do lengthwise if I can get longer strips that way, just because I don't like the joins.
I never have done a bias binding, I should try it sometime.
I cut mine at 2-1/2", partially because I often make scrappy bindings out of leftover strips, and partially because that's what my big Shape Cut ruler size is. (Lazy. I'm lazy!)