Big data analytics can have a significant impact on societal aims such as the UN Sustainable Development Goals and has the potential to deliver more effective health outcomes, better environmental management, increased opportunities for learning and improved goods and services for consumers. In short, big data analytics can improve lives. This document sets out some of the safeguards organisations can adopt to identify and reduce privacy risks when engaging in services or projects that involve big data analytics.