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Metaverse App Market and Leisure: Analysis on Oculus Apps

메타버스 앱 시장과 여가: 오큘러스 앱 분석

  • Kim, Taekyung (Division of Business Administration, Kwangwoon University) ;
  • Kim, Seongsu (Division of Business Administration, Kwangwoon University)
  • Received : 2022.05.12
  • Accepted : 2022.06.02
  • Published : 2022.06.30

Abstract

The growth of virtual reality games and the popularization of blockchain technology are bringing significant changes to the formation of the metaverse industry ecosystem. Especially, after Meta acquired Oculus, a VR device and application company, the growth of VR-based metaverse services is accelerating. In this study, the concept that supports leisure activities in the metaverse environment is explored realting to game-like features in VR apps, which differentiates traditional mobile apps based on a smart phone device. Using exploratory text mining methods and network analysis approches, 241 apps registed in the Oculus Quest 2 App Store were analyzed. Analysis results from a quasi-network show that a leisure concept is closely related to various genre features including a game and tourism. Additionally, the anlaysis results of G & F model indicate that the leisure concept is distictive in the view of gateway brokerage role. Those results were also confirmed in LDA topic modeling analysis.

가상현실 게임의 성장과 블록체인 기술의 대중화는 메타버스(metaverse) 산업 생태계 형성에 유의미한 변화를 가져오고 있다. 메타(Meta)가 VR 기기 제조 및 관련 콘텐츠 개발사인 오큘러스(Oculus)를 인수한 이후, 가상현실 콘텐츠 시장의 성장이 가속화되고 있다. 본 연구를 통해 우리는 가상현실 앱 마켓의 콘텐츠를 탐색적으로 분석하여 여가(leisure)가 어떻게 기존의 모바일 앱과 가상현실 앱을 구분 짓고 있는지 탐색적으로 알아보았다. 이를 위해 오큘러스 한국 스토어에 등록된 241개 앱의 장르와 설명을 텍스트 마이닝으로 분석하였다. 그 결과, 앱 카테고리 키워드를 기초로 앱에 대한 준네트워크(quasi-network)를 생성하여 키워드 장르 간 암묵적 지식 네트워크를 시각화하였다. 또한 G&F 역할 프레임워크를 활용하여 여가가 차지하는 상대적 역할을 조명하였다. 추가적으로, 사용자의 리뷰 데이터를 LDA 토픽 모델링 방법으로 분석하였다. 본 연구는 가상현실 하의 메타버스 앱 생태계의 특징을 규명하기 위한 이론 개발의 기초 자료를 제공한다는 점에서 의의가 있다.

Keywords

Acknowledgement

이 논문은 2019년 대한민국 교육부와 한국연구재단의 지원을 받아 수행된 연구임 (NRF-2019S1A3A2098438) 이 논문은 2022년 광운대학교 교내학술연구비 지원에 의해 연구되었음(2022-0142)

References

  1. 곽기영 (2017). 소셜네트워크분석 (2판). 청람.
  2. 교용용, 한동숭 (2019). 기술수용모델을 이용한 가상현실 (Virtual Reality: VR) 콘텐츠 재이용 의도에 관한 연구. 한국게임학회논문지, 19(5), 115-131.
  3. 김벼리, 이재혁, 권혁수 (2017). 키워드 네트워크 분석을 활용한 생태자산 연구 경향 분석. 환경영향평가, 26(5), 303-314. https://doi.org/10.14249/EIA.2017.26.5.303
  4. 김태경, 김신곤 (2021). 디지털 전환, 비즈니스 모형 관점에서 본 메타버스. 디지털융복합연구, 19(11), 215-224. https://doi.org/10.14400/JDC.2021.19.11.215
  5. 이정민, 정남호 (2012). 소셜 네트워킹 사이트에서 네트워크 외부성이 지식공유 의도에 미치는 영향: 사회적 자본과 온라인 정체성 관점. 지식경영연구, 13(3), 1-16. https://doi.org/10.15813/KMR.2012.13.3.001
  6. 이제욱, 박성제 (2018). 기술수용모델 (TAM) 과 지각된 혁신성을 적용한 가상현실 (VR) 골프게임 수용의도 검증. 골프연구, 12(1), 1-16.
  7. 장한진, 노기영 (2017). 기술수용모델을 이용한 초기이용자들의 가상현실기기 채택 행동 연구. 디지털융복합연구, 15(5), 353-361. https://doi.org/10.14400/JDC.2017.15.5.353
  8. 정낙림 (2017). 놀이하는 인간의 철학: 호모 루덴스를 위한 철학사. 책세상.
  9. 정남호, 한희정, 구철모 (2011). 소셜 네트워크 사이트에서 온라인 관계를 통한 지식공헌: 개인관계이론 관점. 지식경영연구, 12(5), 25-40. https://doi.org/10.15813/KMR.2011.12.5.003
  10. Allal-Cherif, O. (2022). Intelligent cathedrals: Using augmented reality, virtual reality, and artificial intelligence to provide an intense cultural, historical, and religious visitor experience. Technological Forecasting and Social Change, 178, 121604. https://doi.org/10.1016/j.techfore.2022.121604
  11. Ante, L. (2021). Non-fungible Token (NFT) markets on the Ethereum Blockchain: Temporal development, cointegration and interrelations. Available at SSRN 3904683.
  12. Arun, R., Suresh, V., Veni Madhavan, C., & Murthy, N. (2010). On finding the natural number of topics with latent dirichlet allocation: some observations. Paper Presented at The Pacific-Asia Conference on Knowledge Discovery and Data Mining 2010, 391-402.
  13. Benham, S., Trinh, L., Kropinski, K., & Grampurohit, N. (2022). Effects of community-based virtual reality on daily activities and quality of life. Physical & Occupational Therapy in Geriatrics, 1-18. https://doi.org/10.1080/02703181.2022.2033903
  14. Blackshaw, T. (2010). Leisure. Routledge.
  15. Bonacich, P. (2007). Some unique properties of eigenvector centrality. Social Networks, 29(4), 555-564. https://doi.org/10.1016/j.socnet.2007.04.002
  16. Borgatti, S. P. (2009). 2-mode concepts in social network analysis. Encyclopedia of Complexity and System Science, 6, 8279-8291. https://doi.org/10.1007/978-0-387-30440-3_491
  17. Cao, J., Xia, T., Li, J., Zhang, Y., & Tang, S. (2009). A density-based method for adaptive Lda model selection. Neurocomputing, 72(7-9), 1775-1781. https://doi.org/10.1016/j.neucom.2008.06.011
  18. Choi, J., & Hwang, Y. S. (2014). Patent keyword network analysis for improving technology development efficiency. Technological Forecasting and Social Change, 83, 170-182. https://doi.org/10.1016/j.techfore.2013.07.004
  19. Chung, N., Nam, K., & Koo, C. (2016). Examining information sharing in social networking communities: Applying theories of social capital and attachment. Telematics and Informatics, 33(1), 77-91. https://doi.org/10.1016/j.tele.2015.05.005
  20. Davis, A., Murphy, J. D., Owens, D., Khazanchi, D., & Zigurs, I. (2009). Avatars, people, and virtual worlds: foundations for research in metaverses. Journal of the Association for Information Systems, 10(2), 90-117. https://doi.org/10.17705/1jais.00183
  21. Dionisio, J. D. N., III, W. G. B., & Gilbert, R. (2013). 3D virtual worlds and the metaverse: Current status and future possibilities. ACM Computing Surveys, 45(3), 1-38. https://doi.org/10.1145/2480741.2480751
  22. Dotsika, F., & Watkins, A. (2017). Identifying potentially disruptive trends by means of keyword network analysis. Technological Forecasting and Social Change, 119, 114-127. https://doi.org/10.1016/j.techfore.2017.03.020
  23. Dumazedier, J., & Ripert, A. (2018). Leisure and culture (1966) 1. In French cultural policy debates (pp. 45-54). Routledge.
  24. Gould, R. V., & Fernandez, R. M. (1989). Structures of mediation: A formal approach to brokerage in transaction networks. Sociological Methodology, 19, 89-126. https://doi.org/10.2307/270949
  25. Han, S. L., An, M., Han, J. J., & Lee, J. (2020). Telepresence, time distortion, and consumer traits of virtual reality shopping. Journal of Business Research, 118, 311-320. https://doi.org/10.1016/j.jbusres.2020.06.056
  26. Himelboim, I., Smith, M. A., Rainie, L., Shneiderman, B., & Espina, C. (2017). Classifying Twitter topic-networks using social network analysis. Social Media + Society, 3(1). https://doi.org/10.1177/2056305117691545
  27. Hodges, D. C. (1998). Participation as dis-identification with/in a community of practice. Mind, Culture, and Activity, 5(4), 272-290. https://doi.org/10.1207/s15327884mca0504_3
  28. Huizinga, J. (2016). Homo Ludens: A study of the play-element in culture. Angelico Press.
  29. Jeelani, I., Han, K., & Albert, A. (2020). Development of virtual reality and stereo-panoramic environments for construction safety training. Engineering, Construction and Architectural Management, 27(8), 1853-1876. https://doi.org/10.1108/ecam-07-2019-0391
  30. Jeon, S., & Choi, S. (2009). Haptic augmented reality: Taxonomy and an example of stiffness modulation. Presence, 18(5), 387-408. https://doi.org/10.1162/pres.18.5.387
  31. Johnson, C. M. (2001). A survey of current research on online communities of practice. The Internet and Higher Education, 4(1), 45-60. https://doi.org/10.1016/S1096-7516(01)00047-1
  32. Kilmon, C. A., Brown, L., Ghosh, S., & Mikitiuk, A. (2010). Immersive virtual reality simulations in nursing education. Nursing Education Perspectives, 31(5), 314-317.
  33. Kim, J. G. (2021). A study on metaverse culture contents matching platform. International Journal of Advanced Culture Technology, 9(3), 232-237. https://doi.org/10.17703/IJACT.2021.9.3.232
  34. Kim, J., Park, Y., Kim, C., & Lee, H. (2014). Mobile application service networks: Apple's App Store. Service Business, 8(1), 1-27. https://doi.org/10.1007/s11628-013-0184-z
  35. Matsangidou, M., Frangoudes, F., Hadjiaros, M., Schiza, E., Neokleous, K. C., Papayianni, E., & Pattichis, C. S. (2022). "Bring me sunshine, bring me (physical) strength": The case of dementia. designing and implementing a virtual reality system for physical training during the COVID-19 pandemic. International Journal of Human-Computer Studies, 165, 102840. https://doi.org/10.1016/j.ijhcs.2022.102840
  36. Merkx, C., & Nawijn, J. (2021). Virtual reality tourism experiences: addiction and isolation. Tourism Management, 87, 104394. https://doi.org/10.1016/j.tourman.2021.104394
  37. Milani, E., Weitkamp, E., & Webb, P. (2020). The visual vaccine debate on TWITTER: A social network analysis. Media and Communication, 8(2), 364-375. https://doi.org/10.17645/mac.v8i2.2847
  38. Milgram, P., & Kishino, F. (1994). A taxonomy of mixed reality visual displays. IEICE Transactions on Information and Systems, 77(12), 1321-1329.
  39. Morelot, S., Garrigou, A., Dedieu, J., & N'Kaoua, B. (2021). Virtual reality for fire safety training: Influence of immersion and sense of presence on conceptual and procedural acquisition. Computers & Education, 166 (104145), 1-13. https://doi.org/10.1016/j.compedu.2021.104145
  40. Neulinger, J. (1981). To leisure: An introduction. Allyn and Bacon.
  41. Pandrangi, V. C., Gaston, B., Appelbaum, N. P., Albuquerque Jr, F. C., Levy, M. M., & Larson, R. A. (2019). The application of virtual reality in patient education. Annals of Vascular Surgery, 59, 184-189. https://doi.org/10.1016/j.avsg.2019.01.015
  42. Prell, C. (2012). Social network analysis: History, theory and methodology. Sage.
  43. Rospigliosi, P. A. (2022). Metaverse or Simulacra? Roblox, Minecraft, Meta and the turn to virtual reality for education, socialisation and work. Interactive Learning Environment, 30(1), 1-3. https://doi.org/10.1080/10494820.2022.2022899
  44. Sacks, R., Perlman, A., & Barak, R. (2013). Construction safety training using immersive virtual reality. Construction Management and Economics, 31(9), 1005-1017. https://doi.org/10.1080/01446193.2013.828844
  45. Sherman, W. R., & Craig, A. B. (2018). Understanding virtual reality: Interface, application, and design. Morgan Ka.
  46. Sotto, R. (1997). The virtual organisation. Accounting, Management and Information Technologies, 7(1), 37-51. https://doi.org/10.1016/S0959-8022(97)00003-9
  47. Steuer, J. (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
  48. Suh, Y., & Jeon, J. (2019). Monitoring patterns of open innovation using the patent-based brokerage analysis. Technological Forecasting and Social Change, 146, 595-605. https://doi.org/10.1016/j.techfore.2018.01.037
  49. Tamura, H., Yamamoto, H., & Katayama, A. (2001). Mixed reality: Future dreams seen at the border between real and virtual worlds. IEEE Computer Graphics and Applications, 21(6), 64-70. https://doi.org/10.1109/38.963462
  50. Wilson, K. B., Karg, A., & Ghaderi, H. (2021). Prospecting non-fungible tokens in the digital economy: Stakeholders and ecosystem, risk and opportunity. Business Horizons, 1-24. https://doi.org/10.1016/j.bushor.2021.10.007
  51. Wu, C. C. (2016). Constructing a weighted keyword-based patent network approach to identify technological trends and evolution in a field of green energy: A case of biofuels. Quality & Quantity, 50(1), 213-235. https://doi.org/10.1007/s11135-014-0145-1
  52. Yalon-Chamovitz, S., & Weiss, P. L. (2008). Virtual reality as a leisure activity for young adults with physical and intellectual disabilities. Research in Developmental Disabilities, 29(3), 273-287. https://doi.org/10.1016/j.ridd.2007.05.004
  53. Yung, R., & Khoo-Lattimore, C. (2019). New realities: A systematic literature review on virtual reality and augmented reality in tourism research. Current Issues in Tourism, 22(17), 2056-2081. https://doi.org/10.1080/13683500.2017.1417359
  54. 장도민 (2021). "메타버스 올라타자" 제페토에 줄 선 기업들...일반 이용자도 '수익화'. New1, Retrieved from https://www.news1.kr/articles/?4377988
  55. Gartenberg, C. (2021). Meta's Oculus Quest 2 has shipped 10 million units, according to Qualcomm. The Verge, Retrieved from https://www.theverge.com/2021/11/16/22785469/meta-oculus-quest-2-10-million-units-sold-qualcomm-xr2
  56. Hackl, C. (2020). The metaverse is coming and it's a very big deal. Forbes, Retrieved from https://www.forbes.com/sites/cathyhackl/2020/07/05/the-metaverse-is-coming-its-a-very-big-deal/?sh=5a77b4a4440
  57. Hanneman, R. A., & Riddle, M. (2005). Introduction to social network methods. University of California Riverside. http://faculty.ucr.edu/~hanneman/nettext
  58. IANS. (2021). Global AR headset market grows over 52%, Facebook leads. ET Telecom.com, Retrieved from https://telecom.economictimes.indiatimes.com/news/global-vr-headset-market-grows-over-52-facebook-leads/84110982
  59. Martinez-Hernandez, U., Boorman, L. W., & Prescott, T. J. (2015). Telepresence: Immersion with the icub humanoid robot and the oculus rift. Paper Presented at the Conference on Biomimetic and Biohybrid Systems. https://eprints.whiterose.ac.uk/108446/1/LM2015_Telepresence_UrielMartinez.pdf
  60. Smart, J., Cascio, J., Paffendorf, J., Bridges, C., Hummel, J., Hursthouse, J., & Randal, M. (2008). Metaverse roadmap: Pathways to the 3D Web. A Cross-Industry Public Foresight Project, pp. 1-28. Retrieved from https://www.w3.org/2008/WebVideo/Annotations/wiki/images/1/19/MetaverseRoadmapOverview.pdf