from the article (http://arxiv.org/pdf/1408.6491v2.pdf):
"We also like to assign blame where it is due. However, doing so is often difficult. For example, our view on blame varies based on why females were discriminated against in our gender and jobs experiment. If Google allowed the advertiser to easily discriminate, we would blame both."