Institutional Repository, Institute of Psychology, Chinese Academy of Sciences
To Leave or Not to Leave? Understanding Task Stickiness in Smartphone Activity Recommendations | |
Wan, Lingyun1,2; Jingyu Zhang1,2; Mengdi Liu3 | |
第一作者 | Wan, Lingyun |
通讯作者邮箱 | [email protected] (jingyu zhang) |
摘要 | Recent intelligent smartphone assistants can provide proactive activity recommendations for what users might want to do in the upcoming moments. However, many of these recommendations may not be accepted because the ongoing tasks performed by users vary in their "stickiness" (reluctance to switch away). Past studies suggest that user states in their ongoing tasks might reflect task stickiness. Still, it has not been systematically tested among a comprehensive set of tasks for everyday smartphone users. In this study, we sought to examine the impacts of individual and task characteristics on users’ task stickiness in the context of mobile recommendations based on a large set of tasks. In total, 220 participants completed an online evaluation assessing 55 everyday smartphone activities summarized from literature and interviews. They evaluated each task’s perceived task load, involvement, and stickiness. Individual characteristics such as boredom proneness were also collected. Hierarchical linear modeling showed that: (1) Task load and involvement positively predicted task stickiness. Users may not accept new recommendations when their ongoing tasks are demanding and engaging. (2) Boredom proneness reduced the effect of task load. For people who are more likely to feel bored, their intention to stay in the current task was maintained even when the task load dropped. This study suggests that recommendation system designers should consider both task characteristics and individual differences to enhance contextual appropriateness and personalization. |
关键词 | Activity Recommendation Task Stickiness Smartphone Usage |
2023 | |
语种 | 英语 |
DOI | 10.1007/978-3-031-359A97_89 |
发表期刊 | Communications in Computer and Information Science |
卷号 | 1832页码:695-701 |
收录类别 | EI |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.psych.ac.cn/handle/311026/46656 |
专题 | 中国科学院心理研究所 |
作者单位 | 1.Institute of Psychology, Chinese Academy of Sciences, Beijing, China 2.Department of Psychology, University of Chinese Academy of Sciences, Beijing, China 3.Huawei Device Co., Ltd., Shenzhen, China |
第一作者单位 | 中国科学院心理研究所 |
推荐引用方式 GB/T 7714 | Wan, Lingyun,Jingyu Zhang,Mengdi Liu. To Leave or Not to Leave? Understanding Task Stickiness in Smartphone Activity Recommendations[J]. Communications in Computer and Information Science,2023,1832:695-701. |
APA | Wan, Lingyun,Jingyu Zhang,&Mengdi Liu.(2023).To Leave or Not to Leave? Understanding Task Stickiness in Smartphone Activity Recommendations.Communications in Computer and Information Science,1832,695-701. |
MLA | Wan, Lingyun,et al."To Leave or Not to Leave? Understanding Task Stickiness in Smartphone Activity Recommendations".Communications in Computer and Information Science 1832(2023):695-701. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
To Leave or Not to L(199KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 浏览 请求全文 |
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