Emerging combinations of artificial intelligence, big data, and the applications these enable are receiving significant attention concerning privacy and other ethical issues. We need a way to comprehensively understand these issues and find mechanisms of addressing them that involve stakeholders, including civil society, to ensure that these technologies’ benefits outweigh their disadvantages.