Curb Your Procrastination: A Study of Academic Procrastination Behaviors vs. A Planning and Time Management App

Siqian Zhao, Shaghayegh Sherry Sahebi, Reza Feyzi Behnagh
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Abstract

Procrastination is a major issue faced by students which can lead to negative impacts on their academic performance and mental health. Productivity tools aim to help individuals to alleviate this behavior by providing self-regulatory support. However, the processes of how these applications help students conquer academic procrastination are under-explored. Particularly, it is essential to understand what aspects of these applications help which kinds of students in accomplishing their academic tasks. In this paper, we address this gap by presenting an academic planning and time management app (Proccoli) and a study designed to understand the association between student procrastination modeling, in-app behaviors, and perceived performance with app evaluation. As the core of our study, we analyze student perceptions of Proccoli and its impact on their study tasks and time management skills. Then, we model student procrastination behaviors by Hawkes process mining, assess student in-app behaviors by specifying planning and performance-related measures and evaluate the relationship between student behaviors and the evaluation survey results. Our study shows a need for personalized self-regulation support in Proccoli, as students with different in-app studying behaviors are found to have different perceptions of the app functionalities and the association between the prompts for social accountability students received by using Proccoli and their procrastination behavior is significant.
抑制你的拖延:学习拖延行为与计划和时间管理应用程序的研究
拖延症是学生面临的一个主要问题,它会对他们的学习成绩和心理健康产生负面影响。生产力工具旨在通过提供自我调节支持来帮助个人减轻这种行为。然而,这些应用程序如何帮助学生克服学习拖延症的过程尚未得到充分探索。特别是,了解这些应用程序的哪些方面有助于哪些类型的学生完成他们的学术任务是至关重要的。在本文中,我们通过介绍一个学术计划和时间管理应用程序(Proccoli)和一项研究来解决这一差距,该研究旨在了解学生拖延模型、应用内行为和感知表现与应用程序评估之间的关系。作为我们研究的核心,我们分析了学生对Proccoli的看法及其对他们的学习任务和时间管理技能的影响。然后,我们通过Hawkes过程挖掘对学生拖延行为进行建模,通过指定与计划和绩效相关的度量来评估学生的应用内行为,并评估学生行为与评估调查结果之间的关系。我们的研究表明,Proccoli需要个性化的自我调节支持,因为具有不同应用程序内学习行为的学生对应用程序功能有不同的感知,并且使用Proccoli获得的社会责任提示与他们的拖延行为之间存在显著关联。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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