“One noteworthy demographic change among new hires was that women made up the majority of new civil servants. Fifty-two percent of new city employees were women, compared to 40 percent in Fiscal Year 2016. About 78 percent of new hires were black, Latino or Asian, a figure that has remained consistent over the past few years.”