TY - JOUR T1 - Metaverse-Based Virtual Campus Tour for Higher Education: Insights from Development to User Experience Validation AU - Yusuf, Ahmad AU - Fitri, Rahimi AU - Prasetyo, Puguh Wahyu Y2 - 2025 JF - Journal of Metaverse JO - JMv PB - İzmir Academy Association WT - DergiPark SN - 2792-0232 SP - 1 EP - 25 VL - 6 IS - 1 LA - en AB - In archipelagic countries with thousands of islands separated by wide regional spans, geographic barriers often prevent prospective students from experiencing campus life before making enrollment decisions. This limitation constrains institutions' capacity to expand outreach and enhance their visibility in the higher education landscape. Metaverse platforms present significant opportunities to transform campus tours. However, most virtual tours are still constrained by static visualizations and single-user experiences. This study aims to systematically develop and evaluate a Metaverse-based virtual campus tour, addressing the limitations of existing platforms and examining its usability and user loyalty. The system was created systematically through a four-phase Discover, Blueprint, Develop, and Validate framework. This process consolidated requirements, translated them into design artifacts, and implemented them within a scalable layered architecture, ensuring usability and loyalty. Evaluation results showed that users perceived the system as both usable and recommendable. While usability varied according to familiarity and role-specific expectations, loyalty remained consistently strong across groups. These findings confirm that the system delivers meaningful value, demonstrates strong adoption potential, and offers a replicable development model for applying Metaverse technologies in higher education. KW - higher education digital transformation KW - metaverse KW - usability evaluation KW - user loyalty of metaverse KW - virtual campus tour CR - Illi, C., & Elhassouny, A. (2025). Edu-Metaverse: A Comprehensive Review of Virtual Learning Environments. IEEE Access, 13, 30186–30211. https://doi.org/10.1109/ACCESS.2025.3540944 CR - Pradana, M., & Elisa, H. P. (2023). Metaverse in education: A systematic literature review. Cogent Social Sciences, 9(2), 2252656. https://doi.org/10.1080/23311886.2023.2252656 CR - Teng, Z., Cai, Y., Gao, Y., Zhang, X., & Li, X. (2022). Factors Affecting Learners’ Adoption of an Educational Metaverse Platform: An Empirical Study Based on an Extended UTAUT Model. Mobile Information Systems, 2022(1), 5479215. https://doi.org/10.1155/2022/5479215 CR - Tlili, A., Huang, R., & Kinshuk. (2023). Metaverse for climbing the ladder toward ‘Industry 5.0’ and ‘Society 5.0’? The Service Industries Journal. https://www.tandfonline.com/doi/abs/10.1080/02642069.2023.2178644 CR - Tlili, A., Huang, R., Shehata, B., Liu, D., Zhao, J., Metwally, A. H. S., Wang, H., Denden, M., Bozkurt, A., Lee, L.-H., Beyoglu, D., Altinay, F., Sharma, R. C., Altinay, Z., Li, Z., Liu, J., Ahmad, F., Hu, Y., Salha, S., … Burgos, D. (2022). Is Metaverse in education a blessing or a curse: A combined content and bibliometric analysis. Smart Learning Environments, 9(1), 24. https://doi.org/10.1186/s40561-022-00205-x CR - Xiaolan, W., & Tınmaz, H. (2024). Exploring University Teachers’ Perceptions of Metaverse Integration in Higher Education: A Quantitative Study from China. Journal of Metaverse, 4(2), Article 2. https://doi.org/10.57019/jmv.1582429 CR - Qiu, Y., Isusi-Fagoaga, R., & García-Aracil, A. (2023). Perceptions and use of metaverse in higher education: A descriptive study in China and Spain. Computers and Education: Artificial Intelligence, 5, 100185. https://doi.org/10.1016/j.caeai.2023.100185 CR - İbi̇li̇, E., Ölmez, M., İbi̇li̇, A. B., Bi̇lal, F., Ci̇han, A., & Okumuş, N. (2024). Assessing the effectiveness and student perceptions of synchronous online flipped learning supported by a metaverse-based platform in medical English education: A mixed-methods study. Education and Information Technologies, 29(14), 18643–18673. https://doi.org/10.1007/s10639-024-12542-0 CR - Hwang, Y., Shin, D., & Lee, H. (2023). Students’ perception on immersive learning through 2D and 3D metaverse platforms. Educational Technology Research and Development, 71(4), 1687–1708. https://doi.org/10.1007/s11423-023-10238-9 CR - Ktoridou, D., Epaminonda, E., Efthymiou, L., & Michailidis, M. (2024). Exploring Metaverse Learning Knowledge and Acceptance: A Study of Students’ Opinions in Higher Education. 2024 IEEE Global Engineering Education Conference (EDUCON), 1–6. https://doi.org/10.1109/EDUCON60312.2024.10578614 CR - Magolda, P. M. (2000). The Campus Tour: Ritual and Community in Higher Education. Anthropology & Education Quarterly, 31(1), 24–46. https://doi.org/10.1525/aeq.2000.31.1.24 CR - Swanson, E., Kopotic, K., Zamarro, G., Mills, J. N., Greene, J. P., & W. Ritter, G. (2021). An Evaluation of the Educational Impact of College Campus Visits: A Randomized Experiment. AERA Open, 7, 2332858421989707. https://doi.org/10.1177/2332858421989707 CR - Rocha Estrada, F. J., Ruiz-Ramírez, J. A., George-Reyes, C. E., & Glasserman-Morales, L. D. (2022). Evaluation of a Virtual Campus Adapted to Web-Based Virtual Reality Spaces: Assessments of Teachers and Students. Frontiers in Education, 7. https://doi.org/10.3389/feduc.2022.918125 CR - Salah, M., Abdalla, A., & Abdallah, M. (2023). Evaluation of Existing Virtual Tour Studies and Their Applicability to Jordanian Universities. 2023 IEEE Jordan International Joint Conference on Electrical Engineering and Information Technology (JEEIT), 64–67. https://doi.org/10.1109/JEEIT58638.2023.10185675 CR - Pavlik, A. (2020). Offer virtual reality tours to attract prospects who can’t make it to campus. Enrollment Management Report, 24(3), 6–7. https://doi.org/10.1002/emt.30664 CR - Kim, J. (2021). A Pilot of Student-Guided Virtual Reality Tours. In S. M. Ahmed, P. Hampton, S. Azhar, & A. D. Saul (Eds.), Collaboration and Integration in Construction, Engineering, Management and Technology (pp. 251–257). Springer International Publishing. https://doi.org/10.1007/978-3-030-48465-1_42 CR - Spicer, J. i., & Stratford, J. (2001). Student perceptions of a virtual field trip to replace a real field trip. Journal of Computer Assisted Learning, 17(4), 345–354. https://doi.org/10.1046/j.0266-4909.2001.00191.x CR - Grosser, P. F., Xia, Z., Alt, J., Rüppel, U., & Schmalz, B. (2023). Virtual field trips in hydrological field laboratories: The potential of virtual reality for conveying hydrological engineering content. Education and Information Technologies, 28(6), 6977–7003. https://doi.org/10.1007/s10639-022-11434-5 CR - Garcia, M. B., Mansul, D. M. C., Pempina, E. B., Perez, M. R. L., & Adao, R. T. (2023). A Playable 3D Virtual Tour for an Interactive Campus Visit Experience: Showcasing School Facilities to Attract Potential Enrollees. 2023 9th International Conference on Virtual Reality (ICVR), 461–466. https://doi.org/10.1109/ICVR57957.2023.10169768 CR - Rohizan, R. B., Vistro, D. M., & Puasa, M. R. B. (2019). Enhanced Visitor Experience Through Campus Virtual Tour. Journal of Physics: Conference Series, 1228(1), 012067. https://doi.org/10.1088/1742-6596/1228/1/012067 CR - Sim, J. K., Xu, K. W., Jin, Y., Lee, Z. Y., Teo, Y. J., Mohan, P., Huang, L., Xie, Y., Li, S., Liang, N., Cao, Q., See, S., Winkler, I., & Cai, Y. (2024). Designing an Educational Metaverse: A Case Study of NTUniverse. Applied Sciences, 14(6), Article 6. https://doi.org/10.3390/app14062559 CR - Salim, M., & Khalilov, S. (2024). Developing a Virtual TIU Campus Tour: Integrating 3D Visualization of University Facilities in VR. 2024 21st International Multi-Conference on Systems, Signals & Devices (SSD), 540–544. https://doi.org/10.1109/SSD61670.2024.10548711 CR - Romli, R., Aznan, M., Xian, L., Bakhoruddin, A., Mohd Wazir, F., & Gurdial Singh, A. R. S. (2021). AR@UNIMAP: A Development of Interactive Map Using Augmented Reality. Journal of Physics: Conference Series, 1755, 012052. https://doi.org/10.1088/1742-6596/1755/1/012052 CR - Nordin, N., Markom, M. A., Suhaimi, F. A., & Ishak, S. (2021). A Web-Based Campus Navigation System with Mobile Augmented Reality Intervention. Journal of Physics: Conference Series, 1997(1), 012038. https://doi.org/10.1088/1742-6596/1997/1/012038 CR - Zhao, H., Frese, L., Venzin, C., Kaszás, D., Weibel, R. P., Hölscher, C., Schinazi, V. R., & Thrash, T. (2023). The time course of spatial knowledge acquisition for different digital navigation aids. Computers, Environment and Urban Systems, 103, 101992. https://doi.org/10.1016/j.compenvurbsys.2023.101992 CR - Ouhnni, H., Btissam, A., Meryam, B., El Bouchti, K., Seghroucheni Yassine, Z., Lagmiri, S. N., Rigalma, B., & Ziti, S. (2025). The evolution of virtual identity: A systematic review of avatar customization technologies and their behavioral effects in VR environments. Frontiers in Virtual Reality, 6. https://doi.org/10.3389/frvir.2025.1496128 CR - van der Meer, N., van der Werf, V., Brinkman, W.-P., & Specht, M. (2023). Virtual reality and collaborative learning: A systematic literature review. Frontiers in Virtual Reality, 4. https://doi.org/10.3389/frvir.2023.1159905 CR - Wehrmann, F., & Zender, R. (2025). A Systematic Review of Cooperation in Multi-User Virtual Reality Learning Environments. Journal of Computer Assisted Learning, 41(5), e70112. https://doi.org/10.1111/jcal.70112 CR - Bönsch, A., Ehret, J., Rupp, D., & Kuhlen, T. W. (2024). Wayfinding in immersive virtual environments as social activity supported by virtual agents. Frontiers in Virtual Reality, 4. https://doi.org/10.3389/frvir.2023.1334795 CR - Baek, J., & Hwang, Y. (2024). Old tales, new tools: How AI chatbots and the metaverse are transforming premodern classical literature reading activities. International Journal of Educational Research, 128, 102461. https://doi.org/10.1016/j.ijer.2024.102461 CR - Larmuseau, C., De Leersnijder, L., Rotsaert, T., Boel, C., Demanet, J., & Schellens, T. (2025). Beyond realism: Rethinking VR design for optimal learning in technical and vocational secondary education. Computers & Education: X Reality, 6, 100098. https://doi.org/10.1016/j.cexr.2025.100098 CR - Bangor, A., Kortum, P., & Miller, J. (2009). Determining what individual SUS scores mean: Adding an adjective rating scale. J. Usability Studies, 4(3), 114–123. https://doi.org/10.5555/2835587.2835589 CR - Seufert, E. B. (2014). Chapter 4—Freemium Metrics. In E. B. Seufert (Ed.), Freemium Economics (pp. 83–113). Morgan Kaufmann. https://doi.org/10.1016/B978-0-12-416690-5.00004-X CR - Reichheld, F. F. (2003). The one number you need to grow. Harvard Business Review, 81(12), 46–54, 124. CR - Baehre, S., O’Dwyer, M., O’Malley, L., & Story, V. M. (2022). Customer mindset metrics: A systematic evaluation of the net promoter score (NPS) vs. alternative calculation methods. Journal of Business Research, 149, 353–362. https://doi.org/10.1016/j.jbusres.2022.04.048 CR - Ismail, I. E., Elisa Nalawati, R., & Putra, A. (2021). System Usability Scale and Net Promoter Score on Donation Application of Toddlers Equipment. 2021 4th International Conference of Computer and Informatics Engineering (IC2IE), 170–174. https://doi.org/10.1109/IC2IE53219.2021.9649186 CR - Sauro, J., & Lewis, J. R. (2016). Chapter 2—Quantifying user research. In J. Sauro & J. R. Lewis (Eds.), Quantifying the User Experience (Second Edition) (pp. 9–18). Morgan Kaufmann. https://doi.org/10.1016/B978-0-12-802308-2.00002-3 CR - Faulkner, L. (2003). Beyond the five-user assumption: Benefits of increased sample sizes in usability testing. Behavior Research Methods, Instruments, & Computers, 35(3), 379–383. https://doi.org/10.3758/BF03195514 CR - Othman, M. K., Nogoibaeva, A., Leong, L. S., & Barawi, M. H. (2022a). Usability evaluation of a virtual reality smartphone app for a living museum. Universal Access in the Information Society, 21(4), 995–1012. https://doi.org/10.1007/s10209-021-00820-4 CR - Nielsen, J., & Landauer, T. K. (1993). A mathematical model of the finding of usability problems. Proceedings of the INTERACT ’93 and CHI ’93 Conference on Human Factors in Computing Systems, 206–213. https://doi.org/10.1145/169059.169166 CR - Getto, G. (2020). The Story/Test/Story Method: A Combined Approach to Usability Testing and Contextual Inquiry. Computers and Composition, 55, 102548. https://doi.org/10.1016/j.compcom.2020.102548 CR - Macefield, R. (2009). How to specify the participant group size for usability studies: A practitioner’s guide. J. Usability Studies, 5(1), 34–45. https://doi.org/10.5555/2835425.2835429 CR - Alroobaea, R., & Mayhew, P. J. (2014). How many participants are really enough for usability studies? 2014 Science and Information Conference, 48–56. https://doi.org/10.1109/SAI.2014.6918171 CR - Alnuaimi, M. A., & Awad, M. (2025). VR environment of digital design laboratory: A usability study. Frontiers in Virtual Reality, 6. https://doi.org/10.3389/frvir.2025.1566680 CR - Dhillon, P. K. S., & Tinmaz, H. (2024). Academic Augmentation: Analyzing Avatar Design in Educational Metaverse. Journal of Metaverse, 4(1), Article 1. https://doi.org/10.57019/jmv.1440122 CR - Anujan, A., Foroudi, P., & Palazzo, M. (2024). Rethinking digital entrepreneurship in a digital transformation era: Leveraging on brand avatars to boost brand experiences and loyal communities. European Journal of Innovation Management. https://doi.org/10.1108/EJIM-03-2024-0325 CR - Nebel, S., Beege, M., Schneider, S., & Rey, G. D. (2020). A Review of Photogrammetry and Photorealistic 3D Models in Education From a Psychological Perspective. Frontiers in Education, 5. https://doi.org/10.3389/feduc.2020.00144 CR - Fares, O. H., Aversa, J., Lee, S. H., & Jacobson, J. (2024). Virtual reality: A review and a new framework for integrated adoption. International Journal of Consumer Studies, 48(2), e13040. https://doi.org/10.1111/ijcs.13040 CR - Abd Elkareem, N., Selim, M., & Shalaby, A. (2024). Software-Defined Metaverse (SDM) Architecture. Journal of Metaverse, 4(2), 146–156. https://doi.org/10.57019/jmv.1541821 CR - Pakanen, M., Alavesa, P., van Berkel, N., Koskela, T., & Ojala, T. (2022). “Nice to see you virtually”: Thoughtful design and evaluation of virtual avatar of the other user in AR and VR based telexistence systems. Entertainment Computing, 40, 100457. https://doi.org/10.1016/j.entcom.2021.100457 CR - Tinmaz, H., & Singh Dhillon, P. K. (2024). User-Centric Avatar Design: A Cognitive Walkthrough Approach for Metaverse in Virtual Education. Data Science and Management. https://doi.org/10.1016/j.dsm.2024.05.001 CR - Newman, M., Gatersleben, B., Wyles, K. J., & Ratcliffe, E. (2022). The use of virtual reality in environment experiences and the importance of realism. Journal of Environmental Psychology, 79, 101733. https://doi.org/10.1016/j.jenvp.2021.101733 CR - Feng, Y., & Zhao, L. (2024). Emotional design for pro-environmental life: Visual appeal and user interactivity influence sustainable consumption intention with moderating effect of positive emotion. Heliyon, 10(19), e38521. https://doi.org/10.1016/j.heliyon.2024.e38521 CR - Zackoff, M. W., Rios, M., Davis, D., Boyd, S., Roque, I., Anderson, I., NeCamp, M., Gardner, A., Geis, G., & Moore, R. A. (2023). Immersive Virtual Reality Onboarding using a Digital Twin for a New Clinical Space Expansion: A Novel Approach to Large-Scale Training for Health Care Providers. The Journal of Pediatrics, 252, 7-10.e3. https://doi.org/10.1016/j.jpeds.2022.07.031 CR - Tserenchimed, T., & Kim, H. (2024). Viewpoint-sharing method with reduced motion sickness in object-based VR/AR collaborative virtual environment. Virtual Reality, 28(3), 122. https://doi.org/10.1007/s10055-024-01005-z CR - McCarthy, K., Rice, S., Flores, A., Miklos, J., & Nold, A. (2023). Exploring the meaningful qualities of transactions in virtual environments for massively multiplayer online role-playing gamers. Journal of Occupational Science, 30(1), 81–93. https://doi.org/10.1080/14427591.2022.2108884 CR - Dunmoye, I. D., Rukangu, A., May, D., & Das, R. P. (2024). An exploratory study of social presence and cognitive engagement association in a collaborative virtual reality learning environment. Computers & Education: X Reality, 4, 100054. https://doi.org/10.1016/j.cexr.2024.100054 CR - Barreda-Ángeles, M., Horneber, S., & Hartmann, T. (2023). Easily applicable social virtual reality and social presence in online higher education during the covid-19 pandemic: A qualitative study. Computers & Education: X Reality, 2, 100024. https://doi.org/10.1016/j.cexr.2023.100024 CR - Yousefdeh, S. A. G., & Oyelere, S. S. (2024). Investigating co-presence and collaboration dynamics in realtime virtual reality user interactions. Frontiers in Virtual Reality, 5. https://doi.org/10.3389/frvir.2024.1478481 CR - Zhang, Y., Zhang, B., Jang, W., & Pan, Y. (2024). Enhancing Spatial Cognition in Online Virtual Museum Environments: Integrating Game-Based Navigation Strategies for Improved User Experience. Applied Sciences, 14(10), 4163. https://doi.org/10.3390/app14104163 CR - Xu, M., Niyato, D., Zhang, H., Kang, J., Xiong, Z., Mao, S., & Han, Z. (2023). Sparks of Generative Pretrained Transformers in Edge Intelligence for the Metaverse: Caching and Inference for Mobile Artificial Intelligence-Generated Content Services. IEEE Vehicular Technology Magazine, 18(4), 35–44. https://doi.org/10.1109/MVT.2023.3323757 CR - Sun, Y., Xu, Y., Cheng, C., Li, Y., Lee, C. H., & Asadipour, A. (2022). Travel with Wander in the Metaverse: An AI chatbot to Visit the Future Earth. 2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP), 1–6. https://doi.org/10.1109/MMSP55362.2022.9950031 CR - Cao, F., & Jian, Y. (2024). The Role of integrating AI and VR in fostering environmental awareness and enhancing activism among college students. Science of The Total Environment, 908, 168200. https://doi.org/10.1016/j.scitotenv.2023.168200 CR - Łukasik, A., & Gut, A. (2025). From robots to chatbots: Unveiling the dynamics of human-AI interaction. Frontiers in Psychology, 16. https://doi.org/10.3389/fpsyg.2025.1569277 CR - Belda-Medina, J., & Kokošková, V. (2023). Integrating chatbots in education: Insights from the Chatbot-Human Interaction Satisfaction Model (CHISM). International Journal of Educational Technology in Higher Education, 20(1), 62. https://doi.org/10.1186/s41239-023-00432-3 CR - Labadze, L., Grigolia, M., & Machaidze, L. (2023). Role of AI chatbots in education: Systematic literature review. International Journal of Educational Technology in Higher Education, 20(1), 56. https://doi.org/10.1186/s41239-023-00426-1 CR - Han, E., & Bailenson, J. (2024). Social Interaction in VR. In Oxford Research Encyclopedia of Communication. https://doi.org/10.1093/acrefore/9780190228613.013.1489 CR - Ronft, S., Beck, A.-K., & Lachmann, T. (2025). Human-centric virtual lighting: Effects of color temperature and daylight simulation in virtual environments. Applied Ergonomics, 129, 104601. https://doi.org/10.1016/j.apergo.2025.104601 CR - Peanchitlertkajorn, S., Reynolds, P. A., Chaisawas, M., Krungthong, Y., Boonkaew, B., & Sipiyaruk, K. (2024). The impact of an online gamified virtual tour on cognitive enhancement in dental practice management. Scientific Reports, 14(1), 26975. https://doi.org/10.1038/s41598-024-75128-3 CR - Sangamuang, S., Wongwan, N., Intawong, K., Khanchai, S., & Puritat, K. (2025). Gamification in Virtual Reality Museums: Effects on Hedonic and Eudaimonic Experiences in Cultural Heritage Learning. Informatics, 12(1), 27. https://doi.org/10.3390/informatics12010027 CR - Clark, N., Dabkowski, M., Driscoll, P. J., Kennedy, D., Kloo, I., & Shi, H. (2021). Empirical Decision Rules for Improving the Uncertainty Reporting of Small Sample System Usability Scale Scores. International Journal of Human–Computer Interaction, 37(13), 1191–1206. https://doi.org/10.1080/10447318.2020.1870831 CR - Lewis, J. (1996, May 21). Binomial Confidence Intervals for Small-Sample Usability Studies. Proceedings of the 1st International Conference on Applied Ergonomics. 1st International Conference on Applied Ergonomics. CR - Sauro, J., & Lewis, J. R. (2005). Estimating Completion Rates from Small Samples Using Binomial Confidence Intervals: Comparisons and Recommendations. Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 49(24), 2100–2103. https://doi.org/10.1177/154193120504902407 CR - Lewis, J. R., & Sauro, J. (2018). Item benchmarks for the system usability scale. J. Usability Studies, 13(3), 158–167. https://doi.org/10.5555/3294033.3294037 CR - Aljamaan, F., Malki, K. H., Alhasan, K., Jamal, A., Altamimi, I., Khayat, A., Alhaboob, A., Abdulmajeed, N., Alshahrani, F. S., Saad, K., Al-Eyadhy, A., Al-Tawfiq, J. A., & Temsah, M.-H. (2024). ChatGPT-3.5 System Usability Scale early assessment among Healthcare Workers: Horizons of adoption in medical practice. Heliyon, 10(7), e28962. https://doi.org/10.1016/j.heliyon.2024.e28962 CR - Khan, Q., Hickie, I. B., Loblay, V., Ekambareshwar, M., Zahed, I. U. M., Naderbagi, A., Song, Y. J., & LaMonica, H. M. (2025). Psychometric evaluation of the System Usability Scale in the context of a childrearing app co-designed for low- and middle-income countries. DIGITAL HEALTH, 11, 20552076251335413. https://doi.org/10.1177/20552076251335413 CR - Xi, N., Chen, J., Gama, F., Riar, M., & Hamari, J. (2023). The challenges of entering the metaverse: An experiment on the effect of extended reality on workload. Information Systems Frontiers, 25(2), 659–680. https://doi.org/10.1007/s10796-022-10244-x CR - Lun, L., Zetian, D., Hoe, T. W., Juan, X., Jiaxin, D., & Fulai, W. (2024). Factors Influencing User Intentions on Interactive Websites: Insights From the Technology Acceptance Model. IEEE Access, 12, 122735–122756. https://doi.org/10.1109/ACCESS.2024.3437418 CR - Al-kfairy, M., Alomari, A., Al-Bashayreh, M., Alfandi, O., & Tubishat, M. (2024). Unveiling the Metaverse: A survey of user perceptions and the impact of usability, social influence and interoperability. Heliyon, 10(10), e31413. https://doi.org/10.1016/j.heliyon.2024.e31413 CR - Maqbool, B., & Herold, S. (2024). Potential effectiveness and efficiency issues in usability evaluation within digital health: A systematic literature review. Journal of Systems and Software, 208, 111881. https://doi.org/10.1016/j.jss.2023.111881 CR - Mlekus, L., Bentler, D., Paruzel, A., Kato-Beiderwieden, A.-L., & Maier, G. W. (2020). How to raise technology acceptance: User experience characteristics as technology-inherent determinants. Gruppe. Interaktion. Organisation. Zeitschrift Für Angewandte Organisationspsychologie (GIO), 51(3), 273–283. https://doi.org/10.1007/s11612-020-00529-7 CR - Healy, D., Flynn, A., Conlan, O., McSharry, J., & Walsh, J. (2022). Older Adults’ Experiences and Perceptions of Immersive Virtual Reality: Systematic Review and Thematic Synthesis. JMIR Serious Games, 10(4), e35802. https://doi.org/10.2196/35802 CR - Mostefai, B., Boutefara, T., Bousbia, N., Balla, A., Dhelim, S., & Hammia, A. (2025). Enhancing user experience in e-learning systems: A new user-centric RESTful web services approach. Computers in Human Behavior Reports, 18, 100643. https://doi.org/10.1016/j.chbr.2025.100643 CR - Hyzy, M., Bond, R., Mulvenna, M., Bai, L., Dix, A., Leigh, S., & Hunt, S. (2022). System Usability Scale Benchmarking for Digital Health Apps: Meta-analysis. JMIR mHealth and uHealth, 10(8), e37290. https://doi.org/10.2196/37290 CR - Balzerkiewitz, H.-P., Abughalia, A., & Stechert, C. (2025). Enhancing VR Usability: New Testing Procedure and Industrial Case Study. Procedia CIRP, 136, 683–688. https://doi.org/10.1016/j.procir.2025.08.117 CR - Hughes, J. L., Camden, A. A., & Yangchen, T. (2016). Rethinking and updating demographic questions: Guidance to improve descriptions of research samples. Psi Chi Journal of Psychological Research, 21(3), 138–151. CR - Rutter, S., Zamani, E., McKenna-Aspell, J., & Wang, Y. (2024). Embedding equality, diversity and inclusion in usability testing: Recommendations and a research agenda. International Journal of Human-Computer Studies, 188, 103278. https://doi.org/10.1016/j.ijhcs.2024.103278 CR - Rosman, M. R. M., Rosli, N. N. I. N., Shukry, A. I. M., Razlan, N. M., & Alimin, N. A. (2023). Investigating the roles of demographic profiles on usability assessment: Case study on CiteGuru application. IAES International Journal of Artificial Intelligence (IJ-AI), 12(1), 367–373. https://doi.org/10.11591/ijai.v12.i1.pp367-373 CR - Maudlin, L. C., McNeal, K. S., Dinon-Aldridge, H., Davis, C., Boyles, R., & Atkins, R. M. (2020). Website Usability Differences between Males and Females: An Eye-Tracking Evaluation of a Climate Decision Support System. https://doi.org/10.1175/WCAS-D-18-0127.1 CR - Xiong, C., Ye, B., Mihailidis, A., Cameron, J. I., Astell, A., Nalder, E., & Colantonio, A. (2020). Sex and gender differences in technology needs and preferences among informal caregivers of persons with dementia. BMC Geriatrics, 20, 176. https://doi.org/10.1186/s12877-020-01548-1 CR - Huang, Z., & Mou, J. (2021). Gender differences in user perception of usability and performance of online travel agency websites. Technology in Society, 66, 101671. https://doi.org/10.1016/j.techsoc.2021.101671 CR - Nasir, M., Ikram, N., & Jalil, Z. (2022). Usability inspection: Novice crowd inspectors versus expert. Journal of Systems and Software, 183, 111122. https://doi.org/10.1016/j.jss.2021.111122 CR - Taylor, T. E. (2024). Users and technology: A closer look at how technology engagement affects users. Computers in Human Behavior Reports, 15, 100473. https://doi.org/10.1016/j.chbr.2024.100473 CR - Man, S. S., Wang, J., Chan, A. H. S., & Liu, L. (2025). Ageing in the digital age: What drives virtual reality technology adoption among older adults? Ergonomics, 0(0), 1–15. https://doi.org/10.1080/00140139.2025.2473685 CR - Schaumburg, M., Imtiaz, A., Zhou, R., Bernard, M., Wolbers, T., & Segen, V. (2025). Immersive virtual reality for older adults: Challenges and solutions in basic research and clinical applications. Ageing Research Reviews, 109, 102771. https://doi.org/10.1016/j.arr.2025.102771 CR - Peng, W., & Robinson-Tay, K. (2025). Assessing the characteristics and outcomes of perceived usefulness and ease of use for autonomous vehicle adoption. Transportation Research Part F: Traffic Psychology and Behaviour, 111, 391–408. https://doi.org/10.1016/j.trf.2025.03.014 CR - Agag, G., Ali Durrani, B., Hassan Abdelmoety, Z., Mostafa Daher, M., & Eid, R. (2024). Understanding the link between net promoter score and e-WOM behaviour on social media: The role of national culture. Journal of Business Research, 170, 114303. https://doi.org/10.1016/j.jbusres.2023.114303 CR - Mecredy, P., Wright, M. J., & Feetham, P. (2018). Are promoters valuable customers? An application of the net promoter scale to predict future customer spend. Australasian Marketing Journal (AMJ), 26(1), 3–9. https://doi.org/10.1016/j.ausmj.2017.12.001 CR - Agag, G., Durrani, B. A., Shehawy, Y. M., Alharthi, M., Alamoudi, H., El-Halaby, S., Hassanein, A., & Abdelmoety, Z. H. (2023). Understanding the link between customer feedback metrics and firm performance. Journal of Retailing and Consumer Services, 73, 103301. https://doi.org/10.1016/j.jretconser.2023.103301 CR - Fadhel, M., Duhaim, A., Albahri, A. s, Al-Qaysi, Z., Aktham, M., Chyad, M., Abd Alaziz, W., Albahri, O. s, Alamoodi, A., Alzubaidi, L., Gupta, A., & Gu, Y. (2024). Navigating the metaverse: Unraveling the impact of artificial intelligence—A comprehensive review and gap analysis. Artificial Intelligence Review, 57. https://doi.org/10.1007/s10462-024-10881-5 CR - Xiao, X., Roy, R., Omidyeganeh, M., & Furnari, F. (2025). Industrial Metaverse design methodologies: A comprehensive literature review. International Journal of Computer Integrated Manufacturing. https://www.tandfonline.com/doi/abs/10.1080/0951192X.2025.2544545 CR - Abilkaiyrkyzy, A., Elhagry, A., Laamarti, F., & Elsaddik, A. (2023). Metaverse Key Requirements and Platforms Survey. IEEE Access, PP, 1–1. https://doi.org/10.1109/ACCESS.2023.3325844 CR - Nickerson, J. V., Seidel, S., Yepes, G., & Berente, N. (2022). Design Principles for Coordination in the Metaverse. Academy of Management Proceedings. https://doi.org/10.5465/AMBPP.2022.15178abstract CR - Ramadan, Z. (2023). Marketing in the metaverse era: Toward an integrative channel approach. Virtual Reality, 1–14. https://doi.org/10.1007/s10055-023-00783-2 CR - Roy, R., Rao, G. A., Pal, D., Anuradha, S., & Mukherjee, S. (2025). Metaverse-based education for sustainable development and improving the performance: Discussing the future research agenda. Sustainable Futures, 10, 101091. https://doi.org/10.1016/j.sftr.2025.101091 CR - Zhang, X., Chen, Y., Hu, L., & Wang, Y. (2022). The metaverse in education: Definition, framework, features, potential applications, challenges, and future research topics. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.1016300 CR - Uribe, V., Figueroa, P., & Gomez, V. (2024). The influence of metaverse environment design on the quality of experience in virtual reality classes: A comparative study. Frontiers in Education, 9. https://doi.org/10.3389/feduc.2024.1451859 UR - https://dergipark.org.tr/en/pub/jmv/issue//1770621 L1 - https://dergipark.org.tr/en/download/article-file/5179423 ER -