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The mainstream and extension of contemporary virtual reality education research: Insights from a co-citation network analysis (2015–2020)

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Abstract

Previous studies have provided various reviews with either general or specific scopes to understand virtual reality (VR) technologies for learning and teaching. However, a review of the networking structure among VR-supported education research from a citation-based perspective has not as yet been provided. With the inclusion of a total of 49 articles accompanying 834 citations from the Web of Science, a co-citation network was used to examine the citation relationships of VR-supported research from 2015 to 2020. The result showed that a series of Makransky’s articles were identified as the most frequently referenced research. We also present a visualized network diagram for offering a holistic structural understanding of the field. In the network, the mainstream exploring the interaction between individuals’ cognition and affection in the context of learning by VR was identified. The result of the co-citation network further revealed several extensions of the research trends such as the issues of the instructional design of VR learning, virtual labs in STEM education, embodied cognition by tangible VR, and the pedagogical influences of VR on young learners. Overall, this study contributes a citation-based approach to revealing the intellectual structure of VR-supported education, providing a fresh understanding and evidence for the field.

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References

  • Akman, E., & Cakir, R. (2020). The effect of educational virtual reality game on primary school students’ achievement and engagement in mathematics. Advance Online Publication.

    Google Scholar 

  • Bodzin, A., Junior, R. A., Hammond, T., & Anastasio, D. (2020). Investigating engagement and flow with a placed-based immersive virtual reality game. Journal of Science Education and Technology, 30, 347–360.

    Google Scholar 

  • Calvert, J., & Abadia, R. (2020). Impact of immersing university and high school students in educational linear narratives using virtual reality technology. Computers & Education, 159, 104005.

    Google Scholar 

  • Cheng, K. H., & Tsai, C. C. (2019). A case study of immersive virtual field trips in an elementary classroom: Students’ learning experience and teacher-student interaction behaviors. Computers & Education, 140, 103600.

    Google Scholar 

  • Cheng, K. H., & Tsai, C. C. (2020). Students’ motivational beliefs and strategies, perceived immersion and attitudes towards science learning with immersive virtual reality: A partial least squares analysis. British Journal of Educational Technology, 51(6), 2140–2159.

    Google Scholar 

  • de Solla Price, D. J. (1965). Networks of scientific papers. Science, 149(3683), 510–515.

    Google Scholar 

  • Di Natale, A. F., Repetto, C., Riva, G., & Villani, D. (2020). Immersive virtual reality in K-12 and higher education: A 10-year systematic review of empirical research. British Journal of Educational Technology, 51(6), 2006–2033.

    Google Scholar 

  • Fahmy, C., & Young, J. T. (2015). Invisible colleagues: The informal organization of knowledge production in criminology and criminal justice. Journal of Criminal Justice Education, 26(4), 423–445.

    Google Scholar 

  • Garfield, E. (2006). Citation indexes for science. A new dimension in documentation through association of ideas. International Journal of Epidemiology, 35(5), 1123–1127.

    Google Scholar 

  • Gomes, R. R., & Barbosa, M. W. (2018). An analysis of the structure and evolution of the distance education research area community in terms of coauthorships. International Journal of Distance Education Technologies, 16(2), 65–79.

    Google Scholar 

  • Hallinger, P., & Kovačević, J. (2019). A bibliometric review of research on educational administration: Science mapping the literature, 1960 to 2018. Review of Educational Research, 89(3), 335–369.

    Google Scholar 

  • Han, I. (2020). Immersive virtual field trips in education: A mixed-methods study on elementary students’ presence and perceived learning. British Journal of Educational Technology, 51(2), 420–435.

    Google Scholar 

  • Heradio, R., de la Torre, L., Galan, D., Javier Cabrerizo, F., Herrera-Viedma, E., & Dormido, S. (2016). Virtual and remote labs in education: A bibliometric analysis. Computers & Education, 98, 14–38.

    Google Scholar 

  • Hew, K. F., & Cheung, W. S. (2008). Use of three-dimensional (3-D) immersive virtual worlds in K-12 and higher education settings: A review of the research. British Journal of Educational Technology, 41(1), 33–55.

    Google Scholar 

  • Howard, M. C. (2018). Virtual reality interventions for personal development: A meta-analysis of hardware and software. Human-Computer Interaction, 34(3), 205–239.

    Google Scholar 

  • Howard, M. C., & Gutworth, M. B. (2020). A meta-analysis of virtual reality training programs for social skill development. Computers & Education, 144, 103707.

    Google Scholar 

  • Huttar, C. M., & BrintzenhofeSzoc, K. (2020). Virtual reality and computer simulation in social work education: A systematic review. Journal of Social Work Education, 56(1), 131–141.

    Google Scholar 

  • Ip, H. H. S., Wong, S. W. L., Chan, D. F. Y., Byrne, J., Li, C., Yuan, V. S. N., Lau, K. S. Y., & Wong, J. Y. W. (2018). Enhance emotional and social adaptation skills for children with autism spectrum disorder: A virtual reality enabled approach. Computers & Education, 117, 1–15.

    Google Scholar 

  • Jensen, L., & Konradsen, F. (2018). A review of the use of virtual reality head-mounted displays in education and training. Education and Information Technologies, 23(4), 1515–1529.

    Google Scholar 

  • Kim, K. G., Oertel, C., Dobricki, M., Olsen, J. K., Coppi, A. E., Cattaneo, A., & Dillenbourg, P. (2020). Using immersive virtual reality to support designing skills in vocational education. British Journal of Educational Technology, 51(6), 2199–2213.

    Google Scholar 

  • Lee, M. H., Wu, Y. T., & Tsai, C. C. (2009). Research trends in science education from 2003 to 2007: A content analysis of publications in selected journals. International Journal of Science Education, 31(15), 1999–2020.

    Google Scholar 

  • Lin, T. J., Lin, T. C., Potvin, P., & Tsai, C. C. (2019). Research trends in science education from 2013 to 2017: A systematic content analysis of publications in selected journals. International Journal of Science Education, 41(3), 367–387.

    Google Scholar 

  • Lin, T. C., Lin, T. J., & Tsai, C. C. (2014). Research trends in science education from 2008 to 2012: A systematic content analysis of publications in selected journals. International Journal of Science Education, 36(8), 1346–1372.

    Google Scholar 

  • Lindgren, R., Tscholl, M., Wang, S., & Johnson, E. (2016). Enhancing learning and engagement through embodied interaction within a mixed reality simulation. Computers & Education, 95, 174–187.

    Google Scholar 

  • Lorenzo, G., Lledó, A., Arráez-Vera, G., & Lorenzo-Lledó, A. (2019). The application of immersive virtual reality for students with ASD: A review between 1990–2017. Education and Information Technologies, 24(1), 127–151.

    Google Scholar 

  • Lui, M., McEwen, R., & Mullally, M. (2020). Immersive virtual reality for supporting complex scientific knowledge: Augmenting our understanding with physiological monitoring. British Journal of Educational Technology, 51(6), 2181–2199.

    Google Scholar 

  • Mak, G., & Zhao, L. (2020). A systematic review: The application of virtual reality on the skill-specific performance in people with ASD. Interactive Learning Environments. https://doi.org/10.1080/10494820.2020.1811733

    Article  Google Scholar 

  • Makransky, G., & Lilleholt, L. (2018). A structural equation modeling investigation of the emotional value of immersive virtual reality in education. Educational Technology Research and Development, 66(5), 1141–1164.

    Google Scholar 

  • Makransky, G., & Petersen, G. B. (2019). Investigating the process of learning with desktop virtual reality: A structural equation modeling approach. Computers & Education, 134, 15–30.

    Google Scholar 

  • Makransky, G., Terkildsen, T. S., & Mayer, R. E. (2019a). Adding immersive virtual reality to a science lab simulation causes more presence but less learning. Learning and Instruction, 60, 225–236.

    Google Scholar 

  • Makransky, G., Wismer, P., & Mayer, R. E. (2019b). A gender matching effect in learning with pedagogical agents in an immersive virtual reality science simulation. Journal of Computer Assisted Learning, 35(3), 349–358.

    Google Scholar 

  • Mantziou, O., Papachristos, N. M., & Mikropoulos, T. A. (2018). Learning activities as enactments of learning affordances in MUVEs: A review-based classification. Education and Information Technologies, 23(4), 1737–1765.

    Google Scholar 

  • Mayer, R. E. (2009). Multimedia learning (2nd ed.). Cambridge University Press.

    Google Scholar 

  • Meyer, O. A., Omdahl, M. K., & Makransky, G. (2019). Investigating the effect of pre-training when learning through immersive virtual reality and video: A media and methods experiment. Computers & Education, 140, 103603.

    Google Scholar 

  • Mikropoulos, T. A., & Natsis, A. (2011). Educational virtual environments: A ten-year review of empirical research (1999–2009). Computers & Education, 56(3), 769–780.

    Google Scholar 

  • Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., Prisma Group. (2009). Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. PLoS Medicine, 6(7), e1000097.

    Google Scholar 

  • Monahan, T., McArdle, G., & Bertolotto, M. (2008). Virtual reality for collaborative e-learning. Computers & Education, 50(4), 1339–1353.

    Google Scholar 

  • Parmaxi, A. (2020). Virtual reality in language learning: A systematic review and implications for research and practice. Interactive Learning Environments. https://doi.org/10.1080/10494820.2020.1765392

    Article  Google Scholar 

  • Passig, D., Tzuriel, D., & Eshel-Kedmi, G. (2016). Improving children’s cognitive modifiability by dynamic assessment in 3D Immersive Virtual Reality environments. Computers & Education, 95, 296–308.

    Google Scholar 

  • Potkonjak, V., Gardner, M., Callaghan, V., Mattila, P., Guetl, C., Petrović, V. M., & Jovanović, K. (2016). Virtual laboratories for education in science, technology, and engineering: A review. Computers & Education, 95, 309–327.

    Google Scholar 

  • Radianti, J., Majchrzak, T. A., Fromm, J., & Wohlgenannt, I. (2020). A systematic review of immersive virtual reality applications for higher education: Design elements, lessons learned, and research agenda. Computers & Education, 147, 103778.

    Google Scholar 

  • Richards, D., & Taylor, M. (2015). A Comparison of learning gains when using a 2D simulation tool versus a 3D virtual world: An experiment to find the right representation involving the Marginal Value Theorem. Computers & Education, 86, 157–171.

    Google Scholar 

  • Skulmowski, A., Pradel, S., Kuehnert, T., Brunnett, G., & Rey, G. D. (2016). Embodied learning using a tangible user interface: The effects of haptic perception and selective pointing on a spatial learning task. Computers & Education, 92–93, 64–75.

    Google Scholar 

  • Small, H. (1973). Co-citation in the scientific literature: A new measure of the relationship between two documents. Journal of the American Society for Information Science, 24(4), 265–269.

    Google Scholar 

  • Snelson, C., & Hsu, Y. C. (2020). Educational 360-Degree videos in virtual reality: A scoping review of the emerging research. TechTrends, 64(3), 404–412.

    Google Scholar 

  • Stopar, K., & Bartol, T. (2019). Digital competences, computer skills and information literacy in secondary education: Mapping and visualization of trends and concepts. Scientometrics, 118(2), 479–498.

    Google Scholar 

  • Sullivan, D., White, D. H., & Barboni, E. J. (1977). Co-citation analyses of science: An evaluation. Social Studies of Science, 7(2), 223–240.

    Google Scholar 

  • Sun, K. T., Lin, C. L., & Wang, S. M. (2010). A 3-D virtual reality model of the sun and the moon for e-learning at elementary schools. International Journal of Science and Mathematics Education, 8(4), 689–710.

    Google Scholar 

  • Tang, K. Y., Chang, C. Y., & Hwang, G. J. (2021). Trends in artificial intelligence-supported e-learning: A systematic review and co-citation network analysis (1998–2019). Interactive Learning Environments. https://doi.org/10.1080/10494820.2021.1875001

    Article  Google Scholar 

  • Tang, K. Y., Wang, C. Y., Chang, H. Y., Chen, S., Lo, H. C., & Tsai, C. C. (2016). The intellectual structure of metacognitive scaffolding in science education: A co-citation network analysis. International Journal of Science and Mathematics Education, 14(2), 249–262.

    Google Scholar 

  • Tejedor, G., Rosas-Casals, M., & Segalas, J. (2019). Patterns and trends in engineering education in sustainability. International Journal of Sustainability in Higher Education, 20(2), 360–377.

    Google Scholar 

  • Tychsen, L., & Foeller, P. (2020). Effects of immersive virtual reality headset viewing on young children: Visuomotor function, postural stability, and motion sickness. American Journal of Ophthalmology, 209, 151–159.

    Google Scholar 

  • Virvou, M., & Katsionis, G. (2008). On the usability and likeability of virtual reality games for education: The case of VR-ENGAGE. Computers & Education, 50(1), 154–178.

    Google Scholar 

  • Waheed, H., Hassan, S. U., Aljohani, N. R., & Wasif, M. (2018). A bibliometric perspective of learning analytics research landscape. Behaviour & Information Technology, 37(10–11), 941–957.

    Google Scholar 

  • Wasserman, S., & Faust, K. (1994). Social network analysis: Methods and applications. Cambridge University Press.

    Google Scholar 

  • Webster, R. (2016). Declarative knowledge acquisition in immersive virtual learning environments. Interactive Learning Environments, 24(6), 1319–1333.

    Google Scholar 

  • White, H. D., & Griffith, B. C. (1981). Author cocitation: A literature measure of intellectual structure. Journal of the American Society for Information Science, 32(3), 163–171. https://doi.org/10.1002/asi.4630320302

    Article  Google Scholar 

  • Yang, J. C., Chen, C. H., & Jeng, M. C. (2010). Integrating video-capture virtual reality technology into a physically interactive learning environment for English learning. Computers & Education, 55(3), 1346–1356.

    Google Scholar 

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Acknowledgements

The research was supported by the Ministry of Science and Technology, Taiwan under grant numbers MOST 108-2511-H-005-006-MY3 and MOST 109-2511-H-130-002. This work was also financially supported by the “Institute for Research Excellence in Learning Sciences” of National Taiwan Normal University (NTNU) from The Featured Areas Research Center Program within the framework of the Higher Education Sprout Project by the Ministry of Education (MOE) in Taiwan.

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Authors and Affiliations

  1. Graduate Institute of Library & Information Science, National Chung Hsing University, 145 Xingda Rd., South Dist., Taichung City, 402, Taiwan

    Kun-Hung Cheng

  2. Department of International Business, Ming Chuan University, Taipei City, Taiwan

    Kai-Yu Tang

  3. Institute for Research Excellence in Learning Sciences, National Taiwan Normal University, Taipei City, Taiwan

    Chin-Chung Tsai

  4. Program of Learning Sciences, National Taiwan Normal University, Taipei City, Taiwan

    Chin-Chung Tsai

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  1. Kun-Hung Cheng
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Correspondence to Kun-Hung Cheng or Chin-Chung Tsai.

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Cheng, KH., Tang, KY. & Tsai, CC. The mainstream and extension of contemporary virtual reality education research: Insights from a co-citation network analysis (2015–2020). Education Tech Research Dev 70, 169–184 (2022). https://doi.org/10.1007/s11423-021-10070-z

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