With the widespread use of learning analytics (LA), ethical concerns about fairness have been raised. Research shows that LA models may be biased against students of certain demographic subgroups. Although fairness has gained significant attention in the broader machine learning (ML) community in the last decade, it is only recently that attention…

As online environments and tools have evolved over the last 15-20 years, their use for role-based learning has expanded. This analysis draws on work for an Australian project that has been sharing and developing knowledge about the use of online role-plays in higher education. We describe the learning needs that online role-play can meet, and give…