YouTube 上的短片与普通视频:用户参与和内容创作趋势的比较分析

ArXiv Pub Date : 2024-03-01 DOI:10.1145/3614419.3644023
Caroline Violot, Tuugrulcan Elmas, Igor Bilogrevic, Mathias Humbert
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引用次数: 0

摘要

YouTube 于 2021 年推出了 Shorts 视频格式,允许用户上传短视频,并在其网站和应用程序上显著显示。尽管短视频具有如此大的视觉覆盖面,但迄今为止还没有任何研究探讨过短视频的引入对 YouTube 上内容的生产和消费所产生的影响。本文首次对 YouTube 短片与普通视频在用户参与度(即浏览量、点赞和评论)、内容创作频率和视频类别方面进行了比较分析。我们收集了一个数据集,其中包含 7 万个至少发布过一个短视频的频道的信息,并分析了这些频道在 2021 年 1 月至 2022 年 12 月期间上传的所有视频(990 万个短视频和 690 万个普通视频)的元数据,时间跨度为两年,其中包括短视频的推出。我们的纵向分析表明,内容创作者在此期间持续增加了短视频的制作频率,尤其是新创建的频道,其频率超过了普通视频。我们还观察到,短视频主要针对娱乐类别,而普通视频则涵盖各种类别。一般来说,与普通视频相比,短视频每次观看吸引的观看次数和点赞数更多,但每次观看吸引的评论数较少。不过,在教育和政治类别中,短视频的表现不如其他类别中的普通视频。我们的研究有助于了解社交媒体的动态,量化短视频内容的传播,并推动未来对其社会影响的研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Shorts vs. Regular Videos on YouTube: A Comparative Analysis of User Engagement and Content Creation Trends
YouTube introduced the Shorts video format in 2021, allowing users to upload short videos that are prominently displayed on its website and app. Despite having such a large visual footprint, there are no studies to date that have looked at the impact Shorts introduction had on the production and consumption of content on YouTube. This paper presents the first comparative analysis of YouTube Shorts versus regular videos with respect to user engagement (i.e., views, likes, and comments), content creation frequency and video categories. We collected a dataset containing information about 70k channels that posted at least one Short, and we analyzed the metadata of all the videos (9.9M Shorts and 6.9M regular videos) they uploaded between January 2021 and December 2022, spanning a two-year period including the introduction of Shorts. Our longitudinal analysis shows that content creators consistently increased the frequency of Shorts production over this period, especially for newly-created channels, which surpassed that of regular videos. We also observe that Shorts target mostly entertainment categories, while regular videos cover a wide variety of categories. In general, Shorts attract more views and likes per view than regular videos, but attract less comments per view. However, Shorts do not outperform regular videos in the education and political categories as much as they do in other categories. Our study contributes to understanding social media dynamics, to quantifying the spread of short-form content, and to motivating future research on its impact on society.
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