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An exploration of research trends on metaverse: topic modeling with latent dirichlet allocation

Author

Listed:
  • Hyejin Park

    (Korea Institute of Science and Technology Information)

  • Buyoung Ahn

    (Korea Institute of Science and Technology Information)

  • Taejong Kim

    (National Institute of Meteorological Sciences)

Abstract

Online platforms have supported users in collaborating and communicating with each other distantly. Adopting online platforms interconnected with the virtual world, especially the metaverse, has fostered interactive activities in diverse sectors. However, a deep understanding of how such platforms have been used and discussed in academia needs to be enriched. To tackle this issue, this study investigates the research trends of the metaverse. The search period was set to include all publication dates up to the analysis point on January 9th, 2022, so the research data of the papers published in the database until then was obtained. A total of 451 publications were collected and analyzed through the Latent Dirichlet Allocation algorithm of the topic modeling technique, exploring conspicuous topics, keywords, and pertinent publications over time. As a result, six topics were determined: Topic 1 (engaging in real and virtual worlds); Topic 2 (crypto marketplace); Topic 3 (teaching and learning in a virtual educational environment); Topic 4 (a figure of oneself traveling in a virtual world); Topic 5 (virtual marketplace reshaping retail); and Topic 6 (game-mediated activity in a virtual world community). The time series change in the number of publications on each topic was tracked, and an apparent increase was found since 2007. Further, keywords in each topic and relevant publications were obtained based on probability values and then elaborated. The findings illustrate what researchers have discussed regarding metaverse and suggest the direction for future study in the field.

Suggested Citation

  • Hyejin Park & Buyoung Ahn & Taejong Kim, 2025. "An exploration of research trends on metaverse: topic modeling with latent dirichlet allocation," Quality & Quantity: International Journal of Methodology, Springer, vol. 59(1), pages 233-252, February.
    • Handle: RePEc:spr:qualqt:v:59:y:2025:i:1:d:10.1007_s11135-024-01931-9
    DOI: 10.1007/s11135-024-01931-9
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    References listed on IDEAS

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    1. F. Canio & E. Martinelli & M. Peruzzini & G. Marchi, 2021. "The use of virtual tours to stimulate consumers’ buying and visit intentions: an application to the Parmigiano Reggiano cheese," Italian Journal of Marketing, Springer, vol. 2021(3), pages 209-226, September.
    2. Paul Benjamin Lowry & Ryan M. Schuetzler & Justin Scott Giboney & Thomas A. Gregory, 2015. "Is Trust Always Better than Distrust? The Potential Value of Distrust in Newer Virtual Teams Engaged in Short-Term Decision-Making," Group Decision and Negotiation, Springer, vol. 24(4), pages 723-752, July.
    3. Qingqiang Wu & Yichen Kuang & Qingqi Hong & Yingying She, 2019. "Frontier knowledge discovery and visualization in cancer field based on KOS and LDA," Scientometrics, Springer;Akadémiai Kiadó, vol. 118(3), pages 979-1010, March.
    4. Uma Rani & Rishabh Kumar Dhir, 2020. "Platform Work and the COVID-19 Pandemic," The Indian Journal of Labour Economics, Springer;The Indian Society of Labour Economics (ISLE), vol. 63(1), pages 163-171, October.
    5. Matthieu Nadini & Laura Alessandretti & Flavio Di Giacinto & Mauro Martino & Luca Maria Aiello & Andrea Baronchelli, 2021. "Mapping the NFT revolution: market trends, trade networks and visual features," Papers 2106.00647, arXiv.org, revised Sep 2021.
    6. Ligorio, Lorenzo & Venturelli, Andrea & Caputo, Fabio, 2022. "Tracing the boundaries between sustainable cities and cities for sustainable development. An LDA analysis of management studies," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
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