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Analyzing users' sentiment towards popular consumer industries and brands on Twitter

机译:分析用户对流行消费行业的看法   Twitter上的品牌

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摘要

Social media serves as a unified platform for users to express their thoughtson subjects ranging from their daily lives to their opinion on consumer brandsand products. These users wield an enormous influence in shaping the opinionsof other consumers and influence brand perception, brand loyalty and brandadvocacy. In this paper, we analyze the opinion of 19M Twitter users towards 62popular industries, encompassing 12,898 enterprise and consumer brands, as wellas associated subject matter topics, via sentiment analysis of 330M tweets overa period spanning a month. We find that users tend to be most positive towardsmanufacturing and most negative towards service industries. In addition, theytend to be more positive or negative when interacting with brands thangenerally on Twitter. We also find that sentiment towards brands within anindustry varies greatly and we demonstrate this using two industries as usecases. In addition, we discover that there is no strong correlation betweentopic sentiments of different industries, demonstrating that topic sentimentsare highly dependent on the context of the industry that they are mentioned in.We demonstrate the value of such an analysis in order to assess the impact ofbrands on social media. We hope that this initial study will prove valuable forboth researchers and companies in understanding users' perception ofindustries, brands and associated topics and encourage more research in thisfield.
机译:社交媒体是用户表达自己思想主题的统一平台,从日常生活到对消费者品牌和产品的看法。这些用户在塑造其他消费者的意见以及影响品牌认知度,品牌忠诚度和品牌拥护度方面具有巨大影响力。在本文中,我们通过一个月中的3.3亿条推文的情感分析,分析了1900万个Twitter用户对62个受欢迎行业的看法,这些行业包括12,898个企业和消费者品牌,以及相关的主题主题。我们发现用户往往对制造业最积极,对服务行业最消极。此外,与品牌互动时,他们通常比在Twitter上更正面或负面。我们还发现,行业内对品牌的看法差异很大,我们使用两个行业作为用例来证明这一点。此外,我们发现不同行业的主题情感之间没有强相关性,表明主题情感高度依赖于所提及的行业背景。我们证明了这种分析的价值,以评估品牌的影响在社交媒体上。我们希望这项初步研究将对研究人员和公司证明对了解用户对行业,品牌和相关主题的理解具有宝贵的价值,并鼓励在该领域进行更多研究。

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