The work discussed here provides one route to understanding ecological complexity. It takes a complex dynamic phenomenon and asks what is it about this complexity that is relevant to critical questions like species coexistence, population persistence, and population stability. The results are statistical measures of complexity that are functional predictors of the outcomes to these questions.