Tailoring Learning Analytics for Success

Insights from a Comparative Study of Australian Universities

Abstract

Learning Analytics systems are emerging as a powerful tool for student success, optimising curricula, and informing data-driven decisions. However, these will not be achieved without effective implementation strategies tailored to institutional contexts. This study compares the learning analytics practices of five diverse Australian universities, offering a nuanced exploration of the similarities, differences, and patterns that characterise their adoption journeys. We will work to identify the factors that contribute to successful implementation and enhanced impact. Our findings emphasise the importance of aligning learning analytics initiatives with institutional contexts, student demographics, and unique needs, emphasising the necessity of tailored approaches that resonate with stakeholders and address specific challenges. Our intention is to provide a practical roadmap for Higher Education Institutions seeking to benefit from learning analytics, giving them the means to harness the full potential of these tools.