网民对基于区块链的电竞框架的行为:TPB和机器学习的综合方法

J. Yadav, M. Misra, N. Rana, Kuldeep Singh, Sam Goundar
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引用次数: 6

摘要

基于Ajzen的计划行为理论(TPB)中的概念,本研究调查了用户对在电子竞技行业中采用基于区块链的框架的态度,该框架提出了一种奖励利益相关者的方案,以奖励他们的投入关注以及区块链技术的固有协议。设计/方法/方法本研究使用RStudio (Version 1.3.1093)软件包RedditExtractoR对Reddit网站上有关“Verasity”关键字的讨论进行抓取和分析。该研究考虑了1913个用户评论的最终语料库。情感分析最初是为了探索用户对Verasity的语义倾向。然后通过广义方程建模来分析用户评论行为对社交媒体的影响。研究发现,总的来说,reddit用户对采用基于区块链的电子竞技平台持积极态度。通过实证结果验证了这一点。回归模型表明评论的积极性对reddit用户的态度和评论行为有显著的正向影响。原创性/价值本研究对基于区块链的电子竞技框架的社交媒体上情绪形成的关键贡献属性提供了新的理解。本研究还建立了社交媒体属性与reddit用户评论行为之间的实证关系。最后,目前的研究为实践营销经理提供了关于社交媒体参与和高影响力reddit用户选择的宝贵见解。
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Netizens' behavior towards a blockchain-based esports framework: a TPB and machine learning integrated approach
PurposeBased on the concepts confined in Ajzen's theory of planned behavior (TPB), this study investigates users' attitudes towards adoption of a blockchain-based framework in the esports industry that proposes a scheme of rewarding stakeholders for their invested attention along with blockchain technology's inherent protocols.Design/methodology/approachThe present study uses RStudio (Version 1.3.1093) package RedditExtractoR for scraping and analysis of the discussion referring to the keyword “Verasity” on the Reddit website. The final corpus of 1,913 user comments was considered for the study. Sentiment analysis was initially conducted to explore the semantic orientation of the users concerning Verasity. This was followed by generalized equation modeling to analyze the impact of social media attributed to the users' commenting behavior.FindingsThe study found that Redditors, in general, have a positive attitude towards the adoption of a blockchain-based esports platform. This was validated through the empirical findings. The regression model states that there is a significant positive impact of the positivity in the comments over the Redditors' attitude and in their commenting behavior.Originality/valueThis study offers a new understanding of key contributing attributes of sentiment formation over social media concerning a blockchain-based esports framework. The study also establishes an empirical relationship between the social media attributes and the commenting behavior of Redditors. Finally, the current study offers valuable insights into social media engagements and the selection of highly influential Redditors for practicing marketing managers.
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