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用户的兴趣如何影响他们的点击行为? :来自中国在线视频媒体的证据
Dongqi Li1,2, Zihuang Tang1,2, Nan Zhao1,2
1CAS Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, Beijing, China.
Frontiers in psychology
|July 24, 2023
概括
个人兴趣对视频点击的影响很弱,而主题和情境兴趣则强烈地预测了它们. 在线视频浏览中,个人兴趣的影响通常由其他兴趣类型介导.
科学领域:
- 教育心理学教育心理学
- 人与计算机的交互
- 媒体心理学 媒体心理学
背景情况:
- 兴趣是行为和学习的关键动机.
- 了解用户的兴趣对于在线平台,如视频共享网站至关重要.
- 不同类型的兴趣和用户行为之间的相互作用需要进一步调查.
研究的目的:
- 为了探索个人,主题和情境兴趣如何影响视频点击行为,请访问Bilibili.
- 分析主题和情境兴趣在个人兴趣和点击行为之间的关系中扮演的调解角色.
- 揭示不同类别基于兴趣的视频选择背后的机制.
主要方法:
- 一个在线实验旨在收集用户对视频内容的反应.
- 调查问卷评估了个人兴趣,主题兴趣和情境兴趣.
- 使用相关性,回归和调解分析来检查数据.
主要成果:
- 主题兴趣和情境兴趣在所有视频类别中积极预测点击行为.
- 个人兴趣对点击行为产生较弱的积极影响.
- 根据类别,个体兴趣的影响部分或完全由主题和情境兴趣介导.
结论:
- 主题和情境兴趣是视频点击行为的重要驱动因素.
- 个人兴趣对点击行为的影响在很大程度上是间接的,通过主题和情境兴趣来引导.
- 调查结果提供了对推系统和优化视频平台用户参与度的见解.
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