Covid-19大流行期间女性生活方式影响者的消费模式:基于精选YouTube视频评论的主题情感分析

IF 1.5 Q2 COMMUNICATION
M. Deori, F. Nisha, Nitesh Kumar Verma, M. Verma
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引用次数: 0

摘要

新冠肺炎大流行以前所未有的方式影响了人类的各行各业。在封锁期间,社交媒体工具成为了最佳使用的驱动力,并因其娱乐、学习和影响日常生活方式而获得认可。社交媒体影响者因影响人们并为日常问题提供创新解决方案以维持标准生计而受到钦佩和认可。这项研究评估了印度女性影响者在疫情期间的参与度,通过情绪分析提取了观众对上传到YouTube的内容的反应,将影响者分为五类,如美容与时尚、喜剧、食品、健康与健身和旅游。研究显示,在疫情期间,上传到YouTube的内容急剧增加,但观众发布的评论同时减少。然而,观众的情绪基本上是积极的,主要是对食品类别。上传内容的持续时间短,方便地减少了观众的时间,吸引了他们的注意力,并在上传内容到YouTube的24小时内得到及时的提及、反馈和评论。这项研究强调,女性正在突然适应社会变化,并通过实践社交媒体为社区提供资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Consumption Patterns of Female Lifestyle Influencers During Covid-19 Pandemic: A Thematic Sentiment Analysis Based on the Comments of Selected YouTube Videos
The Covid-19 pandemic has affected every walk of human life in unprecedented ways. During the lockdown, social media tools became a driving force leading to their best usage and receiving recognition for entertaining, learning and influencing daily lifestyles. Social Media Influencers have been admired and acknowledged for influencing people and providing innovative solutions to day-to-day problems maintaining a standard livelihood. This study evaluates the engagement of Indian female influencers during the pandemic extracting the reaction of audiences towards the content uploaded to YouTube through sentiment analysis, by classifying the influencers into five categories, such as Beauty & Fashion, Comedy, Food, Health & Fitness and Travel. The study reveals upload of content to YouTube increased rigorously during the pandemic however comments posted by audiences decrease simultaneously. Yet, the sentiment of the audience is substantially positive, primarily towards the food category. The duration of content uploaded is short and conveniently less time-consuming for the audience, attracting their attention and leading to prompt mention, feedback and comments within the 24-h of uploading content to YouTube. The study highlights that females are abruptly adapting to the social changes and also making it resourceful for the community by practising social media.
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来源期刊
CiteScore
2.70
自引率
26.70%
发文量
20
期刊介绍: The Journal of Creative Communications promotes inquiry into contemporary communication issues within wider social, economic, marketing, cultural, technological and management contexts, and provides a forum for the discussion of theoretical and practical insights emerging from such inquiry. The journal encourages a new language of analysis for contemporary communications research and publishes articles dealing with innovative and alternate ways of doing research that push the frontiers of conceptual dialogue in communication theory and practice. The journal engages with a wide range of issues and themes in the areas of cultural studies, digital media, media studies, technoculture, marketing communication, organizational communication, communication management, mass and new media, and development communication, among others. JOCC is a double blind peer reviewed journal.
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