Shamiel H. Ibrahim

Abstract Student engagement and emotional state monitoring remains a major challenge in modern education, particularly in online learning environments where direct instructor supervision is limited. Conventional evaluation approaches, such as surveys, quizzes, and feedback forms, rely heavily on subjective judgment and often fail to capture the dynamic temporal patterns of learner attention and behavioral engagement patterns.