流媒体情绪对观众送礼行为的影响:来自娱乐直播的证据

IF 5.9 3区 管理学 Q1 BUSINESS Internet Research Pub Date : 2023-10-24 DOI:10.1108/intr-05-2022-0350
Dinghao Xi, Wei Xu, Liumin Tang, Bingning Han
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引用次数: 0

摘要

目的直播的兴起加剧了流媒体对观众礼物的竞争,这使得研究影响观众礼物行为的因素变得有意义。考虑到流媒体和观众之间的情感依恋,作者着手阐明观众送礼的一个新驱动因素:流媒体的表达。本研究旨在探讨流媒体情绪对观众送礼行为的影响,包括免费和付费送礼。观众的忠诚度水平也被引入作为一个调节因素,以研究流媒体情绪对送礼行为的异质性影响。设计/方法论/方法作者收集的数据集由两部分组成,包括1809.69小时的直播视频和358002条送礼记录。结合深度学习方法和回归分析,作者对81110个有效样本进行了实证检验。还进行了几次稳健性检查,以确保主要结果的可靠性。实证结果表明,流媒体情绪确实会影响观众的免费和付费礼物行为。作者的研究结果表明,快乐和惊喜等积极的流媒体表达对观众的送礼行为有积极影响。然而,一些负面的表达,比如悲伤,也会产生积极的影响。此外,作者发现,更高的观众忠诚度放大了流媒体情绪的积极影响,减少了负面影响。原创性/价值本研究有助于对流媒体情感和观众消费行为的研究,拓展了情感作为社会信息模型(EASI模型)在直播环境中的应用。作者仔细地将送礼行为分为两种类型:免费和付费,并研究这两种类型是如何受到流光溢彩情绪的影响的。此外,在不同忠诚度水平的观众中分析了这些影响。这项研究为流媒体和直播平台提供了实用的情绪管理策略,以获得更多的经济利润。
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The impact of streamer emotions on viewer gifting behavior: evidence from entertainment live streaming

Purpose

The boom in live streaming has intensified competition among streamers for viewers' gifts, which makes it meaningful to study the factors that affect the viewers’ gifting behavior. Given the emotional attachment between streamers and viewers, the authors set out to elucidate a new driver on viewer gifting: expressions of the streamer. This research aims to explore the impact of streamer emotions on the viewer gifting behaviors, including free and paid gifting. The loyalty level of the viewers is also introduced as a moderating factor to investigate the heterogeneous effect of streamer emotions on gifting behavior.

Design/methodology/approach

The dataset the authors collected consists of two parts, including 1809.69 h of live streaming videos and 358,002 gift giving records. Combined with deep learning methods and regression analysis, the authors performed empirical tests on the 81,110 valid samples. Several robustness checks were also conducted to ensure the reliability of main results.

Findings

The empirical results show that streamer emotions do have effects on viewers' free and paid gifting behavior. The authors’ findings show that positive streamer expressions, such as happiness and surprise, have a positive influence on viewer gifting behavior. However, some negative expressions, like sadness, can also have a positive impact. Moreover, the authors discovered that higher viewer loyalty amplifies the positive effect of streamer emotions and reduces the negative effect.

Originality/value

This research contributes to the study about streamer emotions and viewers' consumption behavior, which extends the application of emotion as social information model (EASI model) in the live streaming setting. The authors carefully divide the gifting behavior into two types: free and paid, and study how these two types are affected by streamer emotions. Besides, these effects are analyzed within viewers of different loyalty levels. This study offers practical emotion management strategies for streamers and live streaming platforms to gain more economic profits.

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来源期刊
Internet Research
Internet Research 工程技术-电信学
CiteScore
11.20
自引率
10.20%
发文量
85
审稿时长
>12 weeks
期刊介绍: This wide-ranging interdisciplinary journal looks at the social, ethical, economic and political implications of the internet. Recent issues have focused on online and mobile gaming, the sharing economy, and the dark side of social media.
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