Academic dropout remains a significant challenge for education systems, necessitating rigorous analysis and targeted interventions. This study employs machine learning techniques, specifically random forest (RF) and feature tokenizer transformer (FTT), to predict academic attrition. Utilizing a comprehensive dataset of over 40 000 students from an…

Students who drop out of university cite various reasons for their decision. Female enrolment has significantly increased over the past few decades and is now higher than male enrolment. In terms of performance, it is recognised that women perform better than males do, and fewer women drop out of university than men do. However, the relationship…

Purpose: This study aimed to use enrollment information including demographic, family background and financial status, which can be gathered before the first semester starts, to construct early prediction models (EPMs) and extract crucial factors associated with first-year student dropout probability. Design/methodology/approach: The real-world…

This paper combines a theoretical-based model with a data-driven approach to develop an Early Warning System that detects students who are more likely to dropout. The model uses innovative multilevel statistical and machine learning methods. The paper demonstrates the validity of the approach by applying it to administrative data from a leading…

This study investigates community college skills builders--students who enroll for a short time, take courses concentrated in career and technical education (CTE), are highly successful in their coursework, but typically leave college without a postsecondary credential. Drawing on administrative data from Colorado, Ohio, Michigan, and California,…

Observers of education often assume measuring non-continuation -- or, more colloquially, "drop-out" rates -- among students must be straightforward. In fact, there are numerous different ways to measure the phenomenon of non-continuation that make it challenging to discuss. This paper addresses the following questions regarding…

To attract and retain rural teachers, the Chinese government has piloted the Free Teacher Education Programme (FTEP) since 2007. Examining the FTEP participants' intentions and reasons for default helps stakeholders make effective and timely adjustments to existing policies and regulations so that more capable preservice teachers may be retained…

Dropout is a global crisis and an affliction in the United States. This study analyzes graduation rates based on prior academic achievement, attendance, and behavior at an urban American high school in Virginia over 4 years to identify who is (not) graduating and why. Using a correlational, nonexperimental design, four cohorts of graduates were…

This paper studies the effects of differential exposure to COVID-19 on educational outcomes in Guatemala. The government adopted a warning index (ranging from 0 to 10) to classify municipalities by infection rates in 2020, which was then used by the Ministry of Education in 2021 to establish a "stoplight" system for in-person…

In recent years, the Royal Government of Cambodia has strongly emphasised the issue of school dropout. To date, many Cambodian workers have still not completed at least nine years of basic education due to the high dropout rate. Additionally, a great number of students at the secondary level continue to leave school early. To deal with the high…

Reducing dropout rates is a major issue in Cambodia. This study examined the effects of school-level and student-level factors on dropout in rural Cambodian primary schools. We collected data of the same students over 3 years by visiting the same school. We used questionnaires for students and parents, checklists of school facilities, checklists…

Early school leaving (ESL) is considered one of the most serious problems in the functioning of European education systems. In particular, Spain has traditionally exhibited one of the largest ESL rates in Europe. This study aimed to shed light on the role of the month of birth as a factor conditioning the probability of ESL. Using high-quality…

The purpose of this paper is to analyze the determinants of university dropout in the first year of bachelor programs at Tunisian universities. We consider 160 higher education institutions with an average of 671 bachelor study programs per year from 2013 to 2018. Using several econometric models (pooled ordinary least square, fixed effect model,…

This study examined the differences between first-year students who continued to Year 2 and first-year students who did not return to the second year at a mid-size, public, research university in the mid-south. The study utilized the National Survey of Student Engagement to compare the level of student-faculty interaction, experiences with the…

Within the scope of this study, it is aimed to examine the dropout status of learners enrolled in Anadolu University Open Education Faculty during the 2018-2019 and 2019-2020 academic years. For this purpose, a descriptive research method was used to describe the current situation. The findings obtained within the scope of this study were…