“…In the context of the current research, this suggests that women sentenced in counties where women, at the aggregate, occupy larger shares of the labor force and educated population, sentencing outcomes should be more lenient. As is the case for the backlash hypothesis, the ameliorative hypothesis has been tested and supported in the victimization literature (see Vieraitis et al, 2008; Xie, Heimer, & Lauritsen, 2012), but has rarely been examined elsewhere (see Nowacki and Windsong, 2019, for an exception in the sentencing literature). To date, measures of structural gender equality have not been used to explain custodial decision making at the state court level.…”