用户对比特币绿色的认知与大数据分析

IF 3.1 Q2 BUSINESS
Emna Mnif, Isabelle Lacombe, Anis Jarboui
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引用次数: 6

摘要

目的如今,比特币面临着许多基于区块链的工作证明所带来的环境问题。出于这个原因,比特币绿色(BITG)已经创建,并将解决这些问题。本文的目的是通过Twitter文本分析来可视化用户对BITG的感知。设计/方法论/方法本研究中使用的大数据包括两个来源。第一批数据是在2015年9月20日至2020年9月15日期间从“谷歌趋势”引擎中提取的。第二个数据是从Twitter应用程序中提取的。本研究探讨了用户对BITG的易用性、有用性、社会影响、控制感和态度。因此,建立了基于词典的情绪分析技术,结合不同的词典,使用推特短信来可视化投资者对BITG态度的驱动因素。此外,本研究使用正态性(Jarque Bera)和Kruskal-Wallis秩和检验检验了两个主要假设的有效性,这两个检验能够得出用户是否大多认为BITG是一种可持续技术的结论。发现这项实证工作通过探索BITG感知的驱动因素,深入了解用户的意图。结果表明,用户积极认为BITG是一种可持续的区块链。此外,它的有用性更多地体现在其道德和技术特征上,其感知应用主要基于投资和硬币发行使用。同样,用户大多对BITG表现出积极的情绪。研究限制/含义与“BITG”相关的推文不如比特币和以太坊等其他加密货币那么多,这使得很难提取所有特征和用例。独创性/价值据作者所知,这项工作是第一项使用计划行为理论和接受模型理论来探索在采用BITG时理解投资者意图的认知因素的工作。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Users’ perception toward Bitcoin Green with big data analytics
Purpose Nowadays, Bitcoin is facing many environmental problems arising from the proof of work based on blockchain. For this reason, Bitcoin Green (BITG) has been created and would solve these issues. The purpose of this paper is to visualize the users’ perception toward BITG through Twitter text analysis. Design/methodology/approach The big data used in this study includes two sources. The first data were extracted from the “Google Trends” engine during the period between 20 September 2015 and 15 September 2020. The second data were extracted from the Twitter application. This research explores the perceived ease of use, the perceived usefulness, the social influence, the perceived control and the user attitudes toward BITG. Therefore, lexicon-based sentiment analysis techniques combined with different dictionaries are built to visualize the drivers of investor attitudes toward the BITG using Twitter text messages. Besides, this study has checked the validity of two main assumptions using the normality (Jarque-Bera) and Kruskal-Wallis rank sum tests capable to conclude whether users mostly perceive BITG as a sustainable technology. Findings This empirical work affords insights into users’ intentions by exploring the drivers of BITG perception. The results show that users positively perceive the use of BITG as a sustainable blockchain. Besides, its usefulness is more appreciated from its ethical and technological characteristics, and its perceived application is mainly based on investment and coin offering use. Similarly, users are mostly showing positive emotions toward BITG. Research limitations/implications Tweets related to “BITG” are not as voluminous as the other cryptocurrencies like Bitcoin and Ethereum, which make it difficult to extract all the characteristics and use cases. Originality/value To the best of the authors’ knowledge, this work is the first one that uses the theory of planned behavior and the theory of acceptance model to explore cognitive factors in understanding investor intentions in adopting BITG.
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来源期刊
CiteScore
5.60
自引率
18.80%
发文量
35
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