Examining Turkish Youth's Reaction to Instagram Influencers: A Sentiment Analysis

Yavuz Selim Balcıoğlu
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Abstract

This study employs a mixed-methods research methodology to investigate the attitudes of Turkish teenagers towards Instagram influencers. Over the course of one year (December 2022 to December 2023), we collected 18,619 Instagram comments, specifically focusing on Turkish adolescents who were actively interacting with influencers. The sentiment analysis was conducted using Latent Dirichlet Allocation (LDA) and Python to classify the polarity of sentiments expressed in the comments as positive, negative, or neutral. The qualitative content analysis revealed a wide range of feelings and attitudes, highlighting the significant role Instagram influencers play in shaping the ideas, opinions, and worldviews of Turkish youth. The study found that admiration, jealousy, inspiration, and anxiety were among the most common emotions elicited by influencers. These emotions were categorized and analyzed to understand their prevalence and intensity. Additionally, the underlying reasons behind these emotions were explored, including the relatability of the content, perceived authenticity of the influencers, and the impact of their lifestyles and messages on the youth's self-perception and social behavior. By integrating both qualitative and quantitative data, this study provides a comprehensive and nuanced understanding of how Instagram influencers affect Turkish adolescents. The findings contribute valuable insights to the field of digital culture studies, emphasizing the complex and multifaceted influence of social media on youth.
研究土耳其青年对 Instagram 影响者的反应:情感分析
本研究采用混合研究方法调查土耳其青少年对 Instagram 有影响力者的态度。在一年的时间里(2022 年 12 月至 2023 年 12 月),我们收集了 18619 条 Instagram 评论,特别关注那些积极与有影响力的人互动的土耳其青少年。我们使用 Latent Dirichlet Allocation (LDA) 和 Python 进行了情感分析,将评论中表达的情感极性分为积极、消极和中性。定性内容分析揭示了广泛的情感和态度,凸显了 Instagram 影响者在塑造土耳其年轻人的思想、观点和世界观方面发挥的重要作用。研究发现,钦佩、嫉妒、激励和焦虑是影响者最常引发的情绪。研究人员对这些情绪进行了分类和分析,以了解它们的普遍程度和强度。此外,研究还探讨了这些情绪背后的深层原因,包括内容的亲和力、影响者的真实性认知,以及他们的生活方式和信息对青少年自我认知和社会行为的影响。通过整合定性和定量数据,本研究对 Instagram 影响者如何影响土耳其青少年有了全面而细致的了解。研究结果为数字文化研究领域提供了宝贵的见解,强调了社交媒体对青少年的复杂而多方面的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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