“…Interestingly, the current study concluded that agency-level factors (i.e., type of agency, number of sworn officers) played a significant role in female officers' unlawful behavior, which paralleled Stinson, Liederbach, et al's studies (Stinson, Liederbach, et al, 2015;Stinson, Liederbach, Brewer, & Todak, 2013;Stinson, Liederbach, Brewer, Schmalzried, et al, 2013;Stinson et al, 2018) that found that departmental-level attributes shaped officers' behavior and performance across states. The results also indirectly echoed the "rotten barrels" thesis (Gottschalk, 2012b(Gottschalk, , 2012c for which contextual features are influential over female officers' misconduct and certain macro-level attributes encourage corrupt behavior. In other words, officers did not change intrinsically or become constitutionally different from their colleagues (Boateng et al, 2019); rather, the officers might gradually acquire deviant mindsets through the structure of law enforcement and its working environment.…”