This publication presents completion and attrition rates for apprentices and trainees four years after commencement for contracts and individuals. (1) Contract completion and attrition rates are derived by tracking the outcomes of contracts of training over time; and (2) Individual completion rates account for individuals recommencing; or ceasing…

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…

Internationally, there is a gap in high-school completion rates for Indigenous and non-Indigenous students. In Australia, gap estimates are commonly based on lag indicators, precluding examination of underlying mechanisms. Using two longitudinal representative samples of Australian youth, we explored differences in high-school completion between…

The Australian education system works well for most students. However, equitable access to secondary education is problematic for First Nations people living in remote communities. There is a strong emphasis on Year 12 completion as an indicator of successful engagement in remote First Nations education. This has been partly driven by Australian…