Lessons learned: Refined guidelines for intervention

Over the past months, our consortium has conducted extensive piloting activities across multiple institutions, courses, and learning environments. These pilots have provided valuable, real-world insights into how learning analytics can effectively support teaching and learning. Building on these experiences, we are pleased to announce that the ISILA guidelines have now been updated and refined.

From Theory to Practice

The original ISILA guidelines were designed to support educators in using learning analytics to inform timely and meaningful interventions. While these guidelines provided a strong conceptual framework, the piloting phase allowed us to test them in diverse educational contexts, including face-to-face, online, and blended learning settings.

This practical application revealed how theoretical models perform under real conditions, highlighting both their strengths and areas for improvement. As a result, the updated guidelines now better reflect the realities of teaching practice, offering more adaptable and context-sensitive recommendations.

Key Lessons Learned

One of the most important outcomes of the piloting phase was the recognition that learning analytics data alone is not sufficient to guide action. Educators consistently emphasized the need for pedagogical interpretation, combining data insights with their professional experience and understanding of the learning context.

Another significant insight was the importance of considering multiple dimensions of student learning. Beyond observable behaviours such as activity levels or submission patterns, factors like motivation, anxiety, and self-regulated learning (SRL) play a crucial role in shaping student engagement. Integrating these dimensions into the guidelines has made them more holistic and effective.

Introducing Learner Profiles

A major enhancement in the updated guidelines is the introduction of learner profiles. During the pilots, recurring patterns of student behaviour, performance, and SRL indicators emerged. These patterns have been translated into dynamic learner profiles that help educators interpret data more meaningfully and choose appropriate interventions.

Rather than labeling students, these profiles act as flexible tools that support reflective teaching. They allow instructors to distinguish between different learning situations—for example, students who are disengaged, those who are struggling despite high effort, or those performing well but experiencing anxiety—and respond accordingly.

A More Iterative Approach to Interventions

The updated guidelines also reflect a shift from one-off interventions to a more iterative and tiered approach. The pilots demonstrated that effective support unfolds over time. Early interventions can help orient students, mid-semester actions can support adjustment, and later interventions can re-engage learners and improve completion rates.

This evolving perspective encourages educators to continuously revisit and adapt their strategies based on new data, reinforcing the idea of learning analytics as an ongoing support for reflective practice rather than a single decision-making trigger.

Accounting for Context

Another important lesson from the pilots is the influence of contextual factors. Course design, institutional policies, workload, and external circumstances all affect how students engage and how effective interventions can be. The updated guidelines explicitly acknowledge these factors, helping educators set realistic expectations and design more feasible interventions.

Looking Ahead

With these refinements, the ISILA guidelines are now better equipped to support educators across a wide range of higher education contexts. They offer practical, evidence-informed guidance that bridges the gap between data and pedagogy, empowering teachers to make informed, timely, and meaningful decisions.

We believe that these updates represent an important step toward more sustainable and impactful use of learning analytics in education. As we continue to learn from practice, ISILA remains committed to supporting educators in enhancing the quality and inclusiveness of learning experiences.

Stay tuned for more updates, resources, and examples as we continue to share the outcomes of the ISILA project.