By the late 19 century, not only were unmarried working-class women toiling in factories, mills, shops, and various trades, but middle-class women were employed in new white-collar jobs as clerks, secretaries, stenographers, journalists, and telephone operators. An 1879 report of the Association for Inquiry into the Condition of Professional and Business Women estimated that there were about 50,000 women pursuing “professional, literary, and artistic pursuits” in and within 50 miles of New York, while there was only accommodation for 500. The need for housing was so great that the LCU and similar organizations were turning away three applicants for everyone they could house.