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…

Despite compelling qualitative arguments for scale and scope economies in university-level distance education, as distinct from traditional class-based face-to-face instruction, there is little rigorous quantitative evidence in support. In this paper, we explore the scale and scope economies of distance education using a multiplicatively separable…

This paper utilises the national "Survey of Disability Ageing and Carers" to summarise the educational disadvantages and vocational inequalities for those with disabilities in Australia. Amongst persons with a disability, there is a decidedly lower rate of school completion. Distinctly fewer persons with a disability obtain degrees.…

This study aims to compare Turkey to the first three countries from each continent in terms of educational indicators in 2015 Human Development Report. In line with this aim, it is a case study utilizing document review method. Analysis of the data has been carried out on a single document which is United Nations Development Report (2015). To…

Online learning has become a widespread method for providing learning at different levels of education. It has facilitated the learning in many ways and made it more flexible and available by providing learners with more opportunities to learn information, further access to different learning resources, and collaboration rather than face-to-face…

In many higher education systems around the world increasing retention is vital if institutions are to produce the number of graduates identified through government projections to meet industry needs. Taking Australia as an example, the analysis uses results from a large-scale survey of undergraduate students to review rates and rationales for…

This paper examines the achievement levels of students undertaking the Tertiary Enabling Program (TEP) at La Trobe University. The TEP is an alternative pathway program that traverses multiple institutions, campuses, and disciplinary areas, and is designed to prepare a diverse student cohort for tertiary study. The Program integrates several…

Dropouts have become an international problem, and it is useful to examine the solutions arrived at by other countries. A major difference is in vocational education. The United States, for example, uses vocational education mainly as a means to motivate uninterested students. Countries with low dropout rates have vocational education and training…

This study reports on the initial experiences of first entering students at the University of Limpopo registered for 2010 Bachelor of Education (B.Ed.). I argue the initial experiences of first entering students at universities have implications for how they cope with studies and could lead to some dropping out. I place my argument within the…

Debates about gender and schooling have taken a surprising turn in the past decade. After years of concern that girls were being shortchanged in male-dominated schools, especially in math and science, there has grown a rising chorus of voices worrying about whether boys are the ones in peril. With young women making up close to 60 percent of…

There has been a discernable focus within many Australian industries on improving the rates of completion amongst their apprentices and trainees. This paper outlines the results of a study which involved a multivariate analysis of data relating to apprenticeship and traineeship completion, derived from a database developed by the Victorian…

The vocational education and training (VET) sector is a major pathway to post-school education for indigenous students, yet questions are being raised about the capacity of the VET system to provide successful outcomes for the indigenous apprentices and trainees it attracts. Within a system plagued by high cancellation rates in general, indigenous…

Non-completion of senior secondary schooling continues to be a matter of concern for policy makers and practitioners in Australia today. Despite the efforts of governments to improve participation and retention rates, 30% of students drop out of school before completing Year 12. Further, some students remain at school, just biding their time until…