Although transparency in science is widely encouraged as a strategy for speeding innovation, promoting reproducibility, and advancing public trust, the notion of transparency remains highly ambiguous. This talk will clarify the concept of transparency and discuss major criticisms of its feasibility and effectiveness. It will highlight different notions of transparency, their strengths and weaknesses, and potential avenues for moving forward to promote responsible forms of transparency in science.