Several studies have shown the effects of bias against transgender people in employment, even in places with non-discrimination ordinances. An undercover study by the Washington DC Office of Human Rights showed that almost half of employers preferred less qualified cisgender applicants to transgender ones.81 Another study showed that when transgender women transition, their pay drops by about a third.82