The document discusses the promises and challenges of academic analytics in higher education. It outlines stakeholders' expectations for data strategies and concerns regarding privacy, resource allocation, and how data is collected and used. Academic analytics aims to mine institutional data to produce actionable intelligence for informing policy, enhancing responsiveness, and improving learner choice and governance. However, concerns remain around who determines what data is collected and how profiles are used ethically while balancing accountability and performance indicators.