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Literature Review of Extended Reality Research in Consumer Experience: Insight From Semantic Network Analysis and Topic Modeling

  • Received : 2023.09.10
  • Accepted : 2024.03.13
  • Published : 2024.04.30

Abstract

Extended Reality (XR) technology, the umbrella term covering hyper-realistic technologies, is known to enhance consumer experience and is therefore developing rapidly and being utilized across various industries. Growing studies have examined XR technology and consumer experience; however, the literature has failed to fully explore hyper-realistic technology through a holistic perspective. To fill this gap, we analyzed 720 Korean and international articles through semantic network analysis and topic modeling and identified the literature on XR research in consumer experience. As a result, we extracted six main topics: "Tourism," "Buying Behavior," "XR Technology Acceptance," "Virtual Space," "Game," and "XR Environment." The results provide comprehensive insight on XR technology in consumer experience, whereas the literature is bounded on the production side as revealing a lack of academic discourse on consumer rights and responsibilities. Research reflecting the consumer welfare perspective is, therefore, recommended for future studies.

Keywords

References

  1. Akhtar, Nadeem, Nohman Khan, Muhammad Mahroof Khan, Shagufta Ashraf, Muhammad Saim Hashmi, Muhammad Muddassar Khan, and Sanil S. Hishan (2021), "Post-COVID 19 Tourism:Will Digital Tourism Replace Mass Tourism?," Sustainability, 13 (10), 5352.
  2. Azuma, Ronald T. (1997), "A Survey of Augmented Reality," Presence: Teleoperators & Virtual Environments, 6 (4), 355-385. https://doi.org/10.1162/pres.1997.6.4.355
  3. Bekele, Mafkereseb Kassahun, Roberto Pierdicca, Emanuele Frontoni, Eva Savina Malinverni, and James Gain (2018), "A Survey of Augmented, Virtual, and Mixed Reality for Cultural Heritage," Journal on Computing and Cultural Heritage (JOCCH), 11 (2), 1-36.
  4. Blei, David M. (2012), "Probabilistic Topic Models," Communications of the ACM, 55 (4), 77-84. https://doi.org/10.1145/2133806.2133826
  5. Blei, David M., Andrew Y. Ng, and Michael I. Jordan (2003), "Latent Dirichlet Allocation," Journal of Machine Learning Research, 3, 993-1022.
  6. Bonacich, Phillip (1987), "Power and Centrality: A Family of Measures," American Journal of Sociology, 92 (5), 1170-1182. https://doi.org/10.1086/228631
  7. Bonacich, Phillip (2007), "Some Unique Properties of Eigenvector Centrality," Social Networks, 29 (4), 555-564. https://doi.org/10.1016/j.socnet.2007.04.002
  8. Chiang, Feng-Kuang, Xiaojing Shang, and Lu Qiao (2022), "Augmented Reality in Vocational Training: A Systematic Review of Research and Applications," Computers in Human Behavior, 129, 107125.
  9. Cho, Minjung, Hyesu Yun, and Eunju Ko (2023), "Contactless Marketing Management of Fashion Brands in the Digital Age," European Management Journal, 41 (4), 512-520.
  10. Chuah, Stephanie Hui-Wen (2018), "Why and WhoWill Adopt Extended Reality Technology? Literature Review, Synthesis, and Future Research Agenda," Literature Review, Synthesis, and Future Research Agenda (December 13, 2018).
  11. Danowski, James A. (1993), "Network Analysis of Message Content," Progress in Communication Sciences, 12, 198-221.
  12. Data Science Plus (2018), "Evaluation of Topic Modeling: Topic Coherence," (May 3), https://datascienceplus.com/evaluationof-topic-modeling-topic-coherence/.
  13. Doerfel, Marya. L. (1998), "What Constitutes Semantic Network Analysis? AComparison of Research and Methodologies," Connections, 21 (2), 16-26.
  14. Fast-Berglund, Asa, Liang Gong, and Dan Li (2018), "Testing and Validating Extended Reality (xR) Technologies in Manufacturing," Procedia Manufacturing, 25, 31-38. https://doi.org/10.1016/j.promfg.2018.06.054
  15. Forbes (2021), "Augmented and Virtual Reality after Covid-19," (September 14), https://www.forbes.com/sites/forbestechcouncil/2021/09/14/augmented-and-virtualreality-after-covid-19/?sh=7d2c2a62d97c.
  16. Freeman, Linton C. (1979), "Centrality in Social Networks: Conceptual Clarification," Social Networks, 1, 215-239. https://doi.org/10.1016/0378-8733(78)90021-7
  17. Hamari, Juho, Aqdas Malik, Johannes Koski, and Aditya Johri (2019), "Uses and Gratifications of Pokemon Go: Why Do People Play Mobile Location-Based Augmented Reality Games?," International Journal of Human-Computer Interaction, 35 (9), 804-819. https://doi.org/10.1080/10447318.2018.1497115
  18. Heller, Jonas, Dominik Mahr, Ko de Ruyter, Eric Schaap, Tim Hilken, Debbie I. Keeling, Mathew Chylinski, Carlos Flavian, Timothy Jung, and Philipp A. Rauschnabel (2023), "An Interdisciplinary Co-Authorship Networking Perspective onARand Human Behavior: Taking Stock and Moving Ahead," Computers in Human Behavior, 143, 107697.
  19. Hoffmann, Stefan and Robert Mai (2022), "Consumer Behavior in Augmented Shopping Reality. A Review, Synthesis, and Research Agenda," Frontiers in Virtual Reality, 3, 961236.
  20. Jhee, Seon-Young, Sang-Lin Han, and Hyo-Young Jung (2022), "Effect of Avatar Virtual Fitting Service on Customer Experience and Reuse Intention in Metaverse," Journal of Marketing Management Research, 27 (4), 59-82.
  21. Jiang, Hanchen, Maoshan Qiang, and Peng Lin (2016), "A Topic Modeling Based Bibliometric Exploration of Hydropower Research," Renewable and Sustainable Energy Reviews, 57, 226-237. https://doi.org/10.1016/j.rser.2015.12.194
  22. Jung, Timothy, Sujin Bae, Natasha Moorhouse, and Ohbyung Kwon (2023), "The Effects of Experience-Technology Fit (ETF) on Consumption Behavior: Extended Reality (XR) Visitor Experience," Information Technology & People, https://doi.org/10.1108/ITP-01-2023-0100.
  23. Khamis, Noha Essam and Yosra El Harairy (2023), "Employing Extended Reality (XR) to Expanding Narratives of Place-Making, Spatial Presence and Immersive Experience," ASCAAD 2023, 963-974.
  24. Kim, Sang-Woon and Joon-Min Gil (2019), "Research Paper Classi- fication Systems Based on TF-IDF and LDA Schemes," Humancentric Computing and Information Sciences, 9, 1-21.
  25. Korea Citation Index (n.d.), "Introduction to KCI", (accessed November 10, 2023), https://www.kci.go.kr/kciportal/aboutKci.kci.
  26. Kosa, Mehmet and Ahmet Uysal (2021), "The Role of Need Satisfaction in Explaining Intentions to Purchase and Play in Pokemon Go and The Moderating Role of Prior Experience," Psychology of Popular Media, 10 (2), 187-200. https://doi.org/10.1037/ppm0000285
  27. Kumar, Harish, Parul Gupta, and Sumedha Chauhan (2023), "Meta-Analysis of Augmented Reality Marketing," Marketing Intelligence & Planning, 41 (1), 110-123. https://doi.org/10.1108/MIP-06-2022-0221
  28. Le, Tran-Thien-Y, Ja-Shen Chen, and Ngoc B. Nguyen (2024), "The Effects of Attributes of Non-Immersive Virtual Reality on Customers' Experience of Video Tours Under Social Distancing for COVID-19," International Journal of Human-Computer Interaction, 40 (3), 885-902. https://doi.org/10.1080/10447318.2022.2131251
  29. Lee, Eun-Jung and Jihye Jeon (2022), "Effect of Experience of Fashion Brand Metaverse Virtual Reality Store on Perceived Avatar Identification, Perceived Fun, and Consumer-Brand Self-Congruity," The Journal of the Convergence on Culture Technology (JCCT), 8 (4), 387-395.
  30. Lee, JeaWoog, YoungBin Kim, and Doug Hyun Han (2022), "LDABased Topic Modeling for COVID-19-Related Sports Research Trends," Frontiers in Psychology, 13, 1033872.
  31. Lee, Kyongmin and Seungwook Oh (2022), "The Users' Intention to Participate in a VR/AR Sports Experience by Applying the Extended Technology Acceptance Model (ETAM)," Healthcare, 10 (6), 1117.
  32. Lee, Un-Kon and Hyekyung Kim (2022), "UTAUT in Metaverse: An "Ifland" Case," Journal of Theoretical and Applied Electronic Commerce Research, 17 (2), 613-635. https://doi.org/10.3390/jtaer17020032
  33. Liu, Chun and Xiaoting Huang (2023), "Does the Selection of Virtual Reality Video Matter? A Laboratory Experimental Study of The Influences of Arousal," Journal of Hospitality and Tourism Management, 54, 152-165.
  34. Lixandroiu, Radu, Ana-Maria Cazan, and Catalin Ioan Maican (2021), "An Analysis of The Impact of Personality Traits Towards Augmented Reality in Online Shopping," Symmetry, 13 (3), 416.
  35. Margetis, George, Konstantinos C. Apostolakis, Stavroula Ntoa, George Papagiannakis, and Constantine Stephanidis (2021), "XReality Museums: Unifying theVirtual and RealWorld Towards Realistic Virtual Museums," Applied Sciences, 11 (1), 338.
  36. Milgram, Paul and Fumio Kishino (1994), "A Taxonomy of Mixed Reality Visual Displays," IEICE Transactions on Information and Systems, 77 (12), 1321-1329.
  37. Mitre-Ortiz, Andres, Jaime Munoz-Arteaga, and Hector Cardona- Reyes (2023), "Developing a Model to Evaluate and Improve User Experience with Hand Motions in Virtual Reality Environments," Universal Access in the Information Society, 22 (3), 825-839. https://doi.org/10.1007/s10209-022-00882-y
  38. Naili, Marwa, Anja Habacha Chaibi, and Henda Ben Ghezala (2017), "Arabic Topic Identification Based on Empirical Studies of Topic Models," Revue Africaine de Recherche en Informatique et Mathematiques Appliquees, 27 (Special issue CARI 2016).
  39. Oyman, Mine, Dondu Bal, and Serhat Ozer (2022), "Extending the Technology Acceptance Model to Explain How Perceived Augmented Reality Affects Consumers' Perceptions," Computers in Human Behavior, 128, 107127.
  40. Park, Jihye and Dongwoo Ko (2022), "Catch Me If You Can: Effects of AR-Enhanced Presence on the Mobile Game Experience," Internet Research, 32 (4), 1235-1263. https://doi.org/10.1108/INTR-10-2020-0557
  41. Park, Minjung, Hyunjoo Im, and Do Yuon Kim (2018), "Feasibility and User Experience of Virtual Reality Fashion Stores," Fashion and Textiles, 5 (1), 1-17. https://doi.org/10.1186/s40691-017-0116-y
  42. Pine, B. Joseph and James H. Gilmore (1998), "Welcome to the Experience Economy," Harvard Business Review Press, 76 (4), 97-105.
  43. Qamar, Sara, Zahid Anwar, and Mehreen Afzal (2023), "A Systematic Threat Analysis and Defense Strategies for the Metaverse and Extended Reality Systems," Computers & Security, 128, 103127.
  44. Riar, Marc, Nannan Xi, Jakob J. Korbel, Ruediger Zarnekow, and Juho Hamari (2022), "Using Augmented Reality for Shopping: A Framework for AR Induced Consumer Behavior, Literature Review and Future Agenda," Internet Research, 33 (1), 242-279.
  45. Ruhnau, Britta (2000), "Eigenvector-Centrality-A Node-Centrality?," Social Networks, 22 (4), 357-365. https://doi.org/10.1016/S0378-8733(00)00031-9
  46. Samsung Newsroom (2020), "Samsung Electronics Declares "Age of Experience" at CES 2020," (January 7), https://news.samsung.com/global/samsung-electronics-declaresage-of-experience-at-ces-2020
  47. Schmitt, Bernd H. (2010), Customer Experience Management: A Revolutionary Approach to Connecting with Your Customers. John Wiley & Sons.
  48. Schnack, Alexander, Malcolm J.Wright, and Judith L. Holdershaw (2019), "Immersive Virtual Reality Technology in a Three-Dimensional Virtual Simulated Store: Investigating Telepresence and Usability," Food Research International, 117, 40-49. https://doi.org/10.1016/j.foodres.2018.01.028
  49. Seong, Bo-Hyun and Chang-Yu Hong (2023), "Decision-Making in Virtual Reality Sports Games Explained via the Lens of Extended Planned Behavior Theory," International Journal of Environmental Research and Public Health, 20 (1), 592.
  50. Shu, Yu, Yen-Zhang Huang, Shu-Hsuan Chang, and Mu-Yen Chen (2019), "DoVirtual Reality Head-Mounted Displays Make a Difference? A Comparison of Presence and Self-Efficacy Between Head-Mounted Displays and Desktop Computer-Facilitated Virtual Environments," Virtual Reality, 23 (4), 437-446. https://doi.org/10.1007/s10055-018-0376-x
  51. Statista (2023), "AR&VR (South Korea)," (accessed January 5, 2024), https://www.statista.com/outlook/amo/ar-vr/south-korea.
  52. Steuer, Jonathan (1992), "Defining Virtual Reality: Dimensions Determining Telepresence," Journal of Communication, 42 (4), 73-93. https://doi.org/10.1111/j.1460-2466.1992.tb00812.x
  53. Sun, Qinglan, Debora Shaw, and Charles H. Davis (1999), "AModel for Estimating the Occurrence of Same-Frequency Words and the Boundary Between High-And Low-Frequency Words in Texts," Journal of the American Society for Information Science, 50 (3), 280-286. https://doi.org/10.1002/(SICI)1097-4571(1999)50:3<280::AID-ASI11>3.0.CO;2-H
  54. Sung, Yun-A (2022), "A Suggestion and an Analysis on Changes on Trend of the 'Virtual Tourism' Before and After the Covid 19 Crisis Using Textmining Method," Journal of the Korea Convergence Society, 13 (4), 155-161.
  55. Tang, Ailie K.Y. (2017), "Key Factors in the Triumph of Pokemon GO," Business Horizons, 60 (5), 725-728. https://doi.org/10.1016/j.bushor.2017.05.016
  56. The New York Times (2016), "Oculus Rift Review: A Clunky Portal to a Promising Virtual Reality," (March 28), https://www.nytimes.com/2016/03/31/technology/personaltech/oculus-rift-virtual-reality-review.html.
  57. Vieira, Valter Afonso, Diego Nogueira Rafael, and Raj Agnihotri (2022), "Augmented Reality Generalizations:AMeta-Analytical Review on Consumer-Related Outcomes and the Mediating Role of Hedonic and Utilitarian Values," Journal of Business Research, 151, 170-184. https://doi.org/10.1016/j.jbusres.2022.06.030
  58. Walsh, Kenneth R. and Suzanne D. Pawlowski (2002), "Virtual Reality: A Technology in Need of IS Research," Communications of the Association for Information Systems, 8, 297-313.
  59. Wang, Yining, Eunju Ko, and Huanzhang Wang (2022), "Augmented Reality (AR) App Use in the Beauty Product Industry and Consumer Purchase Intention," Asia Pacific Journal of Marketing and Logistics, 34 (1), 110-131. https://doi.org/10.1108/APJML-11-2019-0684
  60. Wasserman, Stanley and Katherine Faust (1994), Social Network Analysis: Methods and Applications. Cambridge University Press.
  61. Zhao, Weizhong, James Chen, and Wen Zou (2015), "Best Practices in Building Topic Models with LDAfor Mining Regulatory Textual Documents," CDER 9th November.
  62. Zhu, Chris, Don Chi Wai Wu, Colin Michael Hall, Lawrence Hoc Nang Fong, Sara Naderi Koupaei, and Feifei Lin (2023), "Exploring Non-Immersive Virtual Reality Experiences in Tourism: Empirical Evidence from a World Heritage Site," International Journal of Tourism Research, 25 (3), 372-383. https://doi.org/10.1002/jtr.2574