Commonly, introductory programming courses in higher education institutions have
hundreds of participating students eager to learn to program. The manual effort for reviewing …

Abstract Automated Programming Assessment (APA) has evolved into an essential and
effective method of assisting both students and educators in the process of learning …

Students utilize various resources to prepare for an examination, such as lecture materials,
homework, or previous quizzes or tests. Reviewing graded tests allows students to develop …

Blended learning environments offer a rich amount of data that encompasses various
learning interactions. Despite advancements in technology, there have been several …

In this paper, we developed predictive models based on students' reviewing behaviors in an
Introductory Programming course. These patterns were captured using an educational …