探索YouTube上与chatgpt相关内容的受众参与度:对内容创作者和人工智能工具开发人员的影响

Khalid Hussain , M. Laeeq Khan , Aqdas Malik
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引用次数: 0

摘要

ChatGPT在更广泛的生成式人工智能(AI)领域的出现引发了关于其在各个学科中的应用的学术讨论。然而,在我们理解消费者与内容创作者制作chatgpt相关内容的互动动态方面,还存在一个重大空白。因此,本研究旨在描述chatgpt相关内容如何在YouTube上获得消费者参与。使用三个应用程序编程接口(api),即VidIQ, Tubebuddy和SocialBlade,提取了100个YouTube视频的数据,这些视频在ChatGPT上的浏览量总计为6500万。随后,我们将该数据集与同一创作者制作的其他200个视频的数据进行了对比。数据分析采用单因素方差分析、多组扫描电镜和比较折线图。采用使用和满足(U&G)理论框架,我们的研究结果表明,创新内容,如chatgpt相关视频,比来自相同YouTube频道的其他内容类型获得更多的参与度。有趣的是,本研究发现,以chatgpt为重点的内容对频道订阅者数量的敏感性降低,频道订阅者较少,收视率较高。此外,与其他内容类型相比,chatgpt相关的内容引起了频道新订阅者的激增。本研究通过将chatgpt相关内容与来自相同YouTube频道的其他内容并置,开创了观众参与chatgpt相关内容的调查。我们还解释了内容敏感性和现有订阅者数量之间的关系。本研究为不同的受众提供了重要的见解和启示,包括内容创作者、人工智能工具开发者、广告商和内容发布者。
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Exploring audience engagement with ChatGPT-related content on YouTube: Implications for content creators and AI tool developers

The emergence of ChatGPT in the broader field of generative artificial intelligence (AI) has sparked scholarly discourse on its utilization in various disciplines. Yet, a significant void exists in our understanding of the dynamics of consumer engagement with content creators producing ChatGPT-related content. Therefore, the present study aims to delineate how ChatGPT-related content garners consumer engagement on YouTube. Data from 100 YouTube videos amassing an aggregate of 65 million views on ChatGPT were extracted using three application programming interfaces (APIs), namely, VidIQ, Tubebuddy, and SocialBlade. We subsequently contrasted this dataset with data from 200 other videos produced by the same creators. The data were analyzed using one-way ANOVA, multigroup SEM, and comparative line graphs. Employing the Uses and Gratifications (U&G) theoretical framework, our results indicate that innovative content such as ChatGPT-related videos garners more engagement than other content types from the same YouTube channels. Intriguingly, this study finds that ChatGPT-focused content exhibited diminished sensitivity to channel subscriber counts, with channels having fewer subscribers achieving higher viewership numbers. Furthermore, ChatGPT-related content induced a surge in new subscribers to the channel compared to the other content types. The present study pioneers the investigation of audience engagement with ChatGPT-related content by juxtaposing it with other content from the same YouTube channels. We also explicate the relationship between content sensitivity and extant subscriber counts. The present study provides vital insights and implications for a diverse audience, including content creators, developers of AI tools, advertisers, and content publishers.

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