Research Article

Learner-Centered Analysis in Educational Metaverse Environments: Exploring Value Exchange Systems through Natural Interaction and Text Mining

Volume: 3 Number: 2 December 31, 2023
TR EN

Learner-Centered Analysis in Educational Metaverse Environments: Exploring Value Exchange Systems through Natural Interaction and Text Mining

Abstract

Amid Education 4.0 and the Fourth Industrial Revolution, we explore the integration of self-directed learning within the metaverse. This study envisions empowered learners, merging the metaverse’s immersive potential with self-directed learning. Using text mining and co-occurrence analysis for student responses prompts questions about their preference over traditional methods. Text mining extracts nuanced insights from open-ended responses, surpassing structured data. Co-occurrence analysis reveals hidden concept relationships, enhancing student engagement and understanding. Beyond XR, the metaverse encompasses avatars, virtual experiences, and value systems. Educators navigate this landscape with text mining, shaping value exchange through engaging content. Integrating real-world experiences in the metaverse merges immersion and personalized learning. Challenges include data precision and semantic intricacies in co-occurrence graphs. Future solutions involve real- time adaptability and sentiment analysis for holistic insights into learner emotions. This study envisions a synergy of self- directed learning and the metaverse, bridging digital and physical realms. Learners navigate interconnected experiences, fostering autonomy. Uncovering the metaverse’s potential contributes to education for digitally adept learners.

Keywords

Supporting Institution

National Science and Technology Council (NSTC), Taiwan (R.O.C.)

Project Number

112-2410-H-003-006

Thanks

We sincerely thank Professor Guan-Ze Liao from the Institute of Learning Sciences and Technologies at National Tsing Hua University for his invaluable guidance and insightful discussions in his research methods and analysis seminar. The content of this course provided a crucial foundation for our study.

References

  1. S. Mystakidis, “Metaverse,” Encyclopedia, vol. 2, no. 1, pp. 486–497, 2022.
  2. Y.-C. Tsai, “The value chain of education metaverse,” arXiv preprint arXiv:2211.05833, 2022.
  3. K. D. Setiawan, A. Anthony et al., “The essential factor of metaverse for business based on 7 layers of metaverse–systematic literature review,” in 2022 International Conference on Information Management and Technology (ICIMTech). IEEE, 2022, pp. 687–692.
  4. R. Ferreira-Mello, M. Andre´, A. Pinheiro, E. Costa, and C. Romero, “Text mining in education,” Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, vol. 9, no. 6, p. e1332, 2019.
  5. M. Hernandez-de Menendez, C. A. Escobar D´ıaz, and R. Morales- Menendez, “Engineering education for smart 4.0 technology: a review,” International Journal on Interactive Design and Manufacturing (IJI- DeM), vol. 14, pp. 789–803, 2020.
  6. D. A. Norman and J. C. Spohrer, “Learner-centered education,” Com- munications of the ACM, vol. 39, no. 4, pp. 24–27, 1996.
  7. P. Caratozzolo, A. Friesel, P. J. Randewijk, and D. Navarro-Duran, “Virtual globalization: An experience for engineering students in the education 4.0 framework,” in 2021 ASEE Virtual Annual Conference Content Access, 2021.
  8. R. M. Moate and J. A. Cox, “Learner-centered pedagogy: Considerations for application in a didactic course.” Professional Counselor, vol. 5, no. 3, pp. 379–389, 2015.

Details

Primary Language

English

Subjects

Software Engineering (Other) , Studies on Education

Journal Section

Research Article

Early Pub Date

October 19, 2023

Publication Date

December 31, 2023

Submission Date

May 25, 2023

Acceptance Date

September 8, 2023

Published in Issue

Year 2023 Volume: 3 Number: 2

APA
Tsai, Y.- cheng. (2023). Learner-Centered Analysis in Educational Metaverse Environments: Exploring Value Exchange Systems through Natural Interaction and Text Mining. Journal of Metaverse, 3(2), 121-132. https://doi.org/10.57019/jmv.1302136

Cited By

Journal of Metaverse
is indexed and abstracted by
Scopus, ESCI and DOAJ

Publisher
Izmir Academy Association
www.izmirakademi.org