As a mathematician, Gumbel was instrumental in the development of extreme value theory, along with Leonard Tippett and Ronald Fisher. In 1958, Gumbel published a key book on the topic: Statistics of Extremes. He derived and analyzed the probability distribution that is now known as the Gumbel distribution in his honor.