This is a reasonably clear and relatively straight-forward account of the concept of distributed identity. There's a strong blockchain slant to the discussion, but ignore that - the concepts remain the same with or without blockchain. As the article goes on it gets more technical, so feel free to bail when your comfort level is exceeded.