What sorts of advantages a new fellow member can bring to the research group and department he/she is involved in?

I'm applying for a new fellowship and I'm wondering what senior lecturers and/or professors of a research group/department look into, for evaluating the fellowship candidates, before accepting them to join their research group/department? What sorts of advantages a new fellow member can bring to the research group and department he/she will be involved in?