Rouse's scholarly research focuses on the history of women and children in the United States during the Progressive-Era. Her latest book, Her Own Hero: The Origins of the Women’s Self Defense Movement by NYU Press, examines the political and physical empowerment of women through the practice of boxing and jiu-jitsu in the early twentieth century.