Details of cases I am familiar with, and talking with lawyer friends who tell me that, although it is not supposed to be that way, jurors and judges often give the benefit of any doubt to the perceived underdog.
There's a reason why lawyers carefully dress their clients in certain ways, select jurors based on socioeconomic status, etc.