Metaverse applications and supply chain innovation: insights from text mining

IF 15.6 1区 管理学 Q1 BUSINESS Journal of Innovation & Knowledge Pub Date : 2024-10-01 DOI:10.1016/j.jik.2024.100591
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Abstract

This study explored the growing adoption of the Metaverse in the supply chain field, primarily focusing on topics discussed in news media and identifying the benefits of effective implementations. It further investigated whether disparities in these topics exist across various industries. Over 2,000 news articles, published in reputable global newspapers were collected using the LexisNexis online database to examine the applications of the Metaverse in supply chains. The study employed Latent Dirichlet Allocation (LDA) and BERTopic topic-modeling methodologies to identify prevalent topics within these articles. The results show that the BERTopic approach yields more coherent topics than the LDA approach. The most prominent topic identified was "global supply chain growth amplified by digital technologies", highlighting the potential of the Metaverse to enhance financial growth across supply chains. The analysis also revealed that the Metaverse is being utilized across diverse sectors, including manufacturing, warehousing, logistics, retail, media, and mining. This study provided multi-faceted implications, extending beyond academic insights to offer tangible guidance for policymakers and industry leaders on the advantages and challenges of Metaverse implementation. This research contributed a fresh perspective to the existing literature by identifying key topics and successful implementations.
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元应用与供应链创新:文本挖掘的启示
本研究探讨了供应链领域中越来越多地采用 Metaverse 的情况,主要关注新闻媒体讨论的话题,并确定有效实施的好处。研究还进一步探讨了不同行业在这些话题上是否存在差异。使用 LexisNexis 在线数据库收集了 2,000 多篇发表在全球知名报纸上的新闻文章,以研究供应链中的 Metaverse 应用。研究采用了 Latent Dirichlet Allocation (LDA) 和 BERTopic 主题建模方法来识别这些文章中的流行主题。结果表明,与 LDA 方法相比,BERTopic 方法产生的主题更加一致。其中最突出的主题是 "数字技术促进全球供应链增长",凸显了 Metaverse 在促进供应链金融增长方面的潜力。分析还显示,Metaverse 正在制造业、仓储业、物流业、零售业、媒体和采矿业等多个领域得到应用。这项研究提供了多方面的影响,超越了学术见解,为政策制定者和行业领导者在实施 Metaverse 的优势和挑战方面提供了切实的指导。本研究通过确定关键主题和成功实施,为现有文献提供了全新视角。
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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来源期刊
CiteScore
16.10
自引率
12.70%
发文量
118
审稿时长
37 days
期刊介绍: The Journal of Innovation and Knowledge (JIK) explores how innovation drives knowledge creation and vice versa, emphasizing that not all innovation leads to knowledge, but enduring innovation across diverse fields fosters theory and knowledge. JIK invites papers on innovations enhancing or generating knowledge, covering innovation processes, structures, outcomes, and behaviors at various levels. Articles in JIK examine knowledge-related changes promoting innovation for societal best practices. JIK serves as a platform for high-quality studies undergoing double-blind peer review, ensuring global dissemination to scholars, practitioners, and policymakers who recognize innovation and knowledge as economic drivers. It publishes theoretical articles, empirical studies, case studies, reviews, and other content, addressing current trends and emerging topics in innovation and knowledge. The journal welcomes suggestions for special issues and encourages articles to showcase contextual differences and lessons for a broad audience. In essence, JIK is an interdisciplinary journal dedicated to advancing theoretical and practical innovations and knowledge across multiple fields, including Economics, Business and Management, Engineering, Science, and Education.
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