Netizens' behavior towards a blockchain-based esports framework: a TPB and machine learning integrated approach

被引:0
|
作者
Yadav, Jitendra [1 ]
Misra, Madhvendra [1 ]
Rana, Nripendra P. [2 ]
Singh, Kuldeep [3 ]
Goundar, Sam [4 ]
机构
[1] Indian Inst Informat Technol Allahabad, Dept Management Studies, Allahabad, Uttar Pradesh, India
[2] Qatar Univ, Coll Business & Econ, Dept Management & Mkt, Doha, Qatar
[3] Koneru Lakshmaiah Educ Fdn, Dept Commerce, Guntur, Andhra Pradesh, India
[4] RMIT Univ, Hanoi, Vietnam
关键词
Blockchain; Consumer behavior; Esports; Machine learning; Predictive analysis; Reddit; Sentiment analysis; PLANNED BEHAVIOR; PHYSICAL-ACTIVITY; SELF-EFFICACY; TWITTER; SPORTS; TECHNOLOGY; ACCEPTANCE; TEACHERS; BELIEFS;
D O I
10.1108/IJSMS-06-2021-0130
中图分类号
F [经济];
学科分类号
02 ;
摘要
Purpose Based 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/approach The 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. Findings The 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/value This 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.
引用
收藏
页码:665 / 683
页数:19
相关论文
共 50 条
  • [21] A Federated Learning Framework with Blockchain-Based Auditable Participant Selection
    Zeng, Huang
    Zhang, Mingtian
    Liu, Tengfei
    Yang, Anjia
    CMC-COMPUTERS MATERIALS & CONTINUA, 2024, 79 (03): : 5125 - 5142
  • [22] A Blockchain-Based Decentralized Federated Learning Framework with Committee Consensus
    Li, Yuzheng
    Chen, Chuan
    Liu, Nan
    Huang, Huawei
    Zheng, Zibin
    Yan, Qiang
    IEEE NETWORK, 2021, 35 (01): : 234 - 241
  • [23] BAFL: An Efficient Blockchain-Based Asynchronous Federated Learning Framework
    Xu, Chenhao
    Qu, Youyang
    Eklund, Peter W.
    Xiang, Yong
    Gao, Longxiang
    26TH IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS (IEEE ISCC 2021), 2021,
  • [24] DSFL: a blockchain-based data sharing and federated learning framework
    Niu, Haiqian
    Zhang, Xing
    Chu, Zhiguang
    Shi, Wei
    APPLIED INTELLIGENCE, 2025, 55 (06)
  • [25] Machine Learning Powered Autoscaling for Blockchain-Based Fog Environments
    Martin, John Paul
    Joseph, Christina Terese
    Chandrasekaran, K.
    Kandasamy, A.
    BLOCKCHAIN AND APPLICATIONS, 2022, 320 : 281 - 291
  • [26] Towards Blockchain-Based Reputation-Aware Federated Learning
    Rehman, Muhammad Habib Ur
    Salah, Khaled
    Damiani, Ernesto
    Svetinovic, Davor
    IEEE INFOCOM 2020 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2020, : 183 - 188
  • [27] A Fast Blockchain-Based Federated Learning Framework With Compressed Communications
    Cui, Laizhong
    Su, Xiaoxin
    Zhou, Yipeng
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2022, 40 (12) : 3358 - 3372
  • [28] Towards a lightweight security framework using blockchain and machine learning
    Ismail, Shereen
    Nouman, Muhammad
    Dawoud, Diana W.
    Reza, Hassan
    BLOCKCHAIN-RESEARCH AND APPLICATIONS, 2024, 5 (01):
  • [29] Towards Safer and Efficient Dowry Transactions: A Blockchain-Based Approach
    Bria, Marianus M. S.
    Goncalves, Ramiro
    Martins, Jose
    Serodio, Carlos
    Branco, Frederico
    GOOD PRACTICES AND NEW PERSPECTIVES IN INFORMATION SYSTEMS AND TECHNOLOGIES, VOL 3, WORLDCIST 2024, 2024, 987 : 306 - 313
  • [30] Provide a new framework for blockchain-based integrated and resource classification for the cloud
    Al-mutar, Firas Hammoodi Neanah
    Ibrahim, Abdullahi Abdu
    Ucan, Osman Nuru
    APPLIED NANOSCIENCE, 2022, 13 (3) : 1893 - 1906