Post-secondary educational outcomes for care-experienced youth are poor. This has been a consistent finding across studies in many countries. Most studies do not distinguish between different types of post-secondary educational pathways and outcomes, however. There has been limited attention to the potential for post-secondary vocational education…

Background: Although most engineering graduate students are funded and usually complete their degrees faster than other disciplines, attrition remains a problem in engineering. Existing research has explored the psychological and sociological factors contributing to attrition but not the structural factors impacting attrition. Purpose/Hypothesis:…

This paper investigates the student dropout phenomenon in a technical Italian university from a time-to-event perspective. Shared frailty Cox time-dependent models are applied to analyse the careers of students enrolled in different engineering programs with the aim of identifying the determinants of student dropout through time, predicting the…

This study helps improve the early prediction of student performance by RNN-FitNets, which applies knowledge distillation (KD) to the time series direction of the recurrent neural network (RNN) model. The RNN-FitNets replaces the teacher model in KD with "an RNN model with a long-term time-series in which the features during the entire course…

This study will examine the first-to-second-year college persistence of students who graduated from Fort Worth Independent School District (FWISD) in the class of 2018. The study seeks to understand how the attainment of college readiness indicators correlates with college persistence in two categories of students, resourced and under-resourced.…

Colleges are increasingly turning to predictive analytics to identify "at-risk" students in order to target additional supports. While recent research demonstrates that the types of prediction models in use are reasonably accurate at identifying students who will eventually succeed or not, there are several other considerations for the…

In this paper, we examine whether early warning signals from accounting courses (such as early engagement and early formative performance) are predictive of first-year progression outcomes, and whether this data is more predictive than personal data (such as gender and prior achievement). Using a machine learning approach, results from a sample of…

In the last few decades, universities in India have witnessed the joining of a record number of students from marginalized communities and oftentimes struggle. This expansion of access has brought about changes within classrooms and college campuses, sometimes giving rise to contention and causing numerous conflicts as well. Centered around my…

Teaching Institutions could benefit from Early Warning Systems to identify at-risk students before learning difficulties affect the quality of their acquired knowledge. An Early Warning System can help preemptively identify learners at risk of dropping out by monitoring them and analyzing their traces to promptly react to them so they can continue…

Regional accreditation, seen as a necessary hurdle by many in higher education, is required to participate in Title IV funding. However, several studies indicate that the current accreditation process is broken. Institutions with more resources, both in staffing and funding, and more academically ready students are at an advantage for favorable…

In higher education settings, minority BIPOC students have a harder time attaining wellness compared to their majority student counterparts. This may impact their level of functioning, leading to an overall unpleasant college experience. The covert and overt racism, injustice, and social unrest that exist in today's society hinders students from…

Great Expectations is a Virginia Community College System program for youth who were in foster care after the age of 13. Foster youth enter college with multiple disadvantages, including being less academically prepared compared to their peers and often lacking social support for their education. A program evaluation was conducted at a specific…

Even though individuals now have increased access to higher education, first-generation college students (FGCS) remain disadvantaged. Without prior college exposure, experience, or a college-going family tradition, FGCS face challenges navigating higher education institutions which can lead to decreased college retention and completion rates.…

Practitioners of the statistics course embedded in a computer science programme at a fully online university were concerned with the high dropout rate. In the academic year 2018-19, they decided to carry out a two-phase project in order to address this issue. In the first phase, an early classifier to identify students at risk of dropping out of…

Retention of higher education students is of major concern within the United Kingdom due to the financial and reputational impact on institutions, financial and personal impact on students and loss of potential skills and knowledge within society. Student background characteristics are acknowledged as the initial factors influencing retention…