 In 1904 Kellor published the book "Out of Work", in which she discusses immigrant unemployment in the United States.In it Kellow notes that little data had been taken on women's unemployment due to the social opinion that unemployment had little to do with women.She also discussed reasons why women employees had not been able to attain the same standards through union organization as men, the helplessness of unemployed women, and unemployed women and prostitution.