使用数据分析技术研究在线考试拖延症

Y. Levy, M. Ramim
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引用次数: 55

摘要

拖延似乎是日常生活中不可避免的一部分,尤其是那些有最后期限的活动。它对工作表现有影响,并被认为与糟糕的个人时间管理有关。尽管将拖延症作为一种普遍行为的研究已经很好地建立起来,但评估在线学习活动背景下拖延症的研究却很少。在本研究的探索性调查阶段,使用了先进的数据分析技术来收集有关在线考试的信息。该数据集包括美国东南部一所学术机构五个学期内的1,629份在线考试记录。在线考试为期一周,学生们被要求根据他们前一周学习的材料参加考试。对于提取的所有记录,任务执行时间和任务执行窗口是固定的。这项研究的结果表明,当涉及到在线考试时,超过一半(58%)的学生倾向于拖延,而其余(42%)的学生则会安排他们的工作以避免拖延。然而,那些拖延的人的表现明显低于那些按部就班的人。根据学生是在早上还是晚上参加考试、他们的学术水平和性别,也可以观察到明显的趋势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A study of online exams procrastination using data analytics techniques
Procrastination appears to be an inevitable part of daily life, especially for activities that are bounded by deadlines. It has implications for performance and is known to be linked to poor personal time management. Although research related to procrastination as a general behavior has been well established, studies assessing procrastination in the context of online learning activities are scarce. In the exploratory investigative phase of this study, advanced data analytic techniques were used to gather information about online exams. The dataset included 1,629 online exam records over a period of five terms in an academic institution in the southeastern United States. The online exams were provided during a weeklong timeframe where students were asked to take them based on material they studied the previous week. Task performance time and task performance window were fixed for all records extracted. Results of this study indicate that when it comes to online exams, over half (58%) of the students tend to procrastinate, while the rest (42%) stage their work to avoid procrastination. However, those who procrastinated appeared to perform significantly lower than those who staged their work. Clear trends were also observed based on whether the students attempted exams in the morning or the evening, their academic level, and gender.
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