Ok, one thing against the 'data analysis' in OP: if Santa Clara is allegedly male-dominated then the better comparison is number of complaints per million women in the local labour force. The other obvious one is that complaints per capital possibly falls with income. Without correction for that, this offhand denial after a casual data browsing is too easy. My personal ethics suggest that any sector where business is done in sex clubs and hot tubs is shady, but who am I? It's like when Heineken had stocked fridges with beer for meetings. It's not directly female-unfriendly but the social dynamics of meetings change after a few beers. They stopped that a decade ago.