It's usually easier for me to begin writing in a character's voice if that person is different from me in some significant way.
Alice Munro is a particular kind of short story writer in that she writes long, character-driven short stories.
Most good fiction also has a character the writer seems to know more deeply than anyone can actually be known in life, but a few unusual writers can make something great without that.