A Visual Analytics Approach to Facilitate the Proctoring of Online Exams

被引:93
|
作者
Li, Haotian [1 ]
Xu, Min [1 ]
Wang, Yong [2 ]
Wei, Huan [1 ]
Qu, Huamin [1 ]
机构
[1] HKUST, Dept Comp Sci & Engn, Hong Kong, Peoples R China
[2] Singapore Management Univ, Sch Informat Syst, Singapore, Singapore
关键词
Online proctoring; visual analytics; mouse movement; head pose estimation; USERS;
D O I
10.1145/3411764.3445294
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Online exams have become widely used to evaluate students' performance in mastering knowledge in recent years, especially during the pandemic of COVID-19. However, it is challenging to conduct proctoring for online exams due to the lack of face-to-face interaction. Also, prior research has shown that online exams are more vulnerable to various cheating behaviors, which can damage their credibility. This paper presents a novel visual analytics approach to facilitate the proctoring of online exams by analyzing the exam video records and mouse movement data of each student. Specifically, we detect and visualize suspected head and mouse movements of students in three levels of detail, which provides course instructors and teachers with convenient, efficient and reliable proctoring for online exams. Our extensive evaluations, including usage scenarios, a carefully-designed user study and expert interviews, demonstrate the effectiveness and usability of our approach.
引用
收藏
页数:17
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