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I am too young for this! A moderated-mediation model of metaverse commerce resistance

Author

Listed:
  • Ooi, Keng-Boon
  • Hew, Jun-Jie
  • Aw, Eugene Cheng-Xi
  • Cham, Tat-Huei
  • Lin, Chieh-Yu
  • Tan, Garry Wei-Han

Abstract

Given the recent development in the metaverse, a new channel for conducting commerce activities named metaverse commerce has emerged. However, there is a need to understand the resistance to metaverse commerce among consumers. Hence, a moderated-mediation model is proposed and empirically tested. Passive innovation resistance was found to have direct and indirect effects on metaverse commerce resistance through the need for touch, whereas cognitive age moderates the direct and indirect effects of passive innovation resistance, such that the effects are more substantial for cognitively younger consumers. These results are then elaborated concerning their theoretical and practical implications.

Suggested Citation

  • Ooi, Keng-Boon & Hew, Jun-Jie & Aw, Eugene Cheng-Xi & Cham, Tat-Huei & Lin, Chieh-Yu & Tan, Garry Wei-Han, 2025. "I am too young for this! A moderated-mediation model of metaverse commerce resistance," Journal of Retailing and Consumer Services, Elsevier, vol. 84(C).
  • Handle: RePEc:eee:joreco:v:84:y:2025:i:c:s0969698925000037
    DOI: 10.1016/j.jretconser.2025.104224
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    as
    1. Mehmood, Khalid & Kautish, Pradeep & Shah, Tejas R., 2024. "Embracing digital companions: Unveiling customer engagement with anthropomorphic AI service robots in cross-cultural context," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    2. Rosenbaum, Mark S. & Wong, IpKin Anthony, 2015. "If you install it, will they use it? Understanding why hospitality customers take “technological pauses” from self-service technology," Journal of Business Research, Elsevier, vol. 68(9), pages 1862-1868.
    3. Armstrong, J. Scott & Overton, Terry S., 1977. "Estimating Nonresponse Bias in Mail Surveys," MPRA Paper 81694, University Library of Munich, Germany.
    4. Hew, Jun-Jie & Lee, Voon-Hsien & Leong, Lai-Ying, 2023. "Why do mobile consumers resist mobile commerce applications? A hybrid fsQCA-ANN analysis," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    5. Hair, Joe F. & Howard, Matt C. & Nitzl, Christian, 2020. "Assessing measurement model quality in PLS-SEM using confirmatory composite analysis," Journal of Business Research, Elsevier, vol. 109(C), pages 101-110.
    6. Francesca Serravalle & Milena Viassone & Giacomo Chiappa, 2022. "Sensory disclosure in an augmented environment: memory of touch and willingness to buy," Italian Journal of Marketing, Springer, vol. 2022(4), pages 401-417, December.
    7. Zhang, Xingyi & Wen, Han & Shao, Xiaolong, 2024. "Understanding consumers’ acceptance of edible food packaging: The role of consumer innovativeness," Journal of Retailing and Consumer Services, Elsevier, vol. 80(C).
    8. Büchel, Hendrik & Spinler, Stefan, 2024. "The impact of the metaverse on e-commerce business models – A delphi-based scenario study," Technology in Society, Elsevier, vol. 76(C).
    9. Heidenreich, Sven & Killmer, Jan F. & Millemann, Jan A., 2022. "If at first you don't adopt - Investigating determinants of new product leapfrogging behavior," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    10. Kumar, Sanjeev & Rajaguru, Rajesh & Yang, Lin, 2024. "Investigating how brand image and attitude mediate consumer susceptibility to eWOM and purchase intention: Comparing enterprise-owned vs. third-party online review websites using multigroup analysis," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
    11. Gupta, Rohit & Rathore, Bhawana & Biswas, Baidyanath & Jaiswal, Mahadeo & Singh, Raunak Kumar, 2024. "Are we ready for metaverse adoption in the service industry? Theoretically exploring the barriers to successful adoption," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    12. Villanueva Orbaiz, María Luisa & Arce-Urriza, Marta, 2024. "The role of active and passive resistance in new technology adoption by final consumers: The case of 3D printing," Technology in Society, Elsevier, vol. 77(C).
    13. Lee, Juyon & Chu, Wujin & Roy, Rajat, 2024. "Enhancing consumer evaluation of new products: The role of innovation newness and communication strategy," Journal of Business Research, Elsevier, vol. 182(C).
    14. Sukhov, Alexandre & Friman, Margareta & Olsson, Lars E., 2023. "Unlocking potential: An integrated approach using PLS-SEM, NCA, and fsQCA for informed decision making," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).
    15. Wei, Yujie & Donthu, Naveen & Bernhardt, Kenneth L., 2013. "Effects of cognitive age, dispositional time perceptions, and time view manipulations on product attribute evaluations," Journal of Business Research, Elsevier, vol. 66(11), pages 2171-2177.
    16. Amatulli, Cesare & Guido, Gianluigi & Nataraajan, Rajan, 2015. "Luxury purchasing among older consumers: exploring inferences about cognitive Age, status, and style motivations," Journal of Business Research, Elsevier, vol. 68(9), pages 1945-1952.
    17. Polyakova, V. & Streltsova, E. & Iudin, I. & Kuzina, L., 2024. "Irreversible effects? How the digitalization of daily practices has changed after the COVID-19 pandemic," Technology in Society, Elsevier, vol. 76(C).
    18. Saini, Munish & Prakash, Gyan & Yaqub, Muhammad Zafar & Agarwal, Reeti, 2024. "Why do people purchase plant-based meat products from retail stores? Examining consumer preferences, motivations and drivers," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
    19. Akhtar, Naeem & Ittefaq, Huma & Siddiqi, Umar Iqbal & Islam, Tahir & Hameed, Zahid & Kuzior, Aleksandra, 2024. "Zero-COVID and retail: Using multi-wave data to examine the role of perceived risk and psychological factors in shopping abandonment," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    20. Sungho Park & Sachin Gupta, 2012. "Handling Endogenous Regressors by Joint Estimation Using Copulas," Marketing Science, INFORMS, vol. 31(4), pages 567-586, July.
    21. Taheri, Babak & Yousaf, Anish & Gannon, Martin & Mishra, Abhishek, 2024. "e-commerce website customer engagement: Delineating the role of UTAUT, vividness, and compulsion," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    22. Sven Heidenreich & Jan A. Millemann & Slawka Jordanow, 2022. "Better Late Than Never! Investigating Determinants Of And Differences Between Temporary And Continuous Innovation Rejections," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 26(04), pages 1-43, May.
    23. Chakraborty, Debarun & Polisetty, Aruna & Rana, Nripendra P., 2024. "Consumers' continuance intention towards metaverse-based virtual stores: A multi-study perspective," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    24. Talwar, Shalini & Talwar, Manish & Kaur, Puneet & Dhir, Amandeep, 2020. "Consumers’ resistance to digital innovations: A systematic review and framework development," Australasian marketing journal, Elsevier, vol. 28(4), pages 286-299.
    25. Sarstedt, Marko & Hair, Joseph F. & Cheah, Jun-Hwa & Becker, Jan-Michael & Ringle, Christian M., 2019. "How to specify, estimate, and validate higher-order constructs in PLS-SEM," Australasian marketing journal, Elsevier, vol. 27(3), pages 197-211.
    26. Shao, Zhucheng, 2024. "From human to virtual: Unmasking consumer switching intentions to virtual influencers by an integrated fsQCA and NCA method," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    27. Agag, Gomaa & Eid, Riyad & Chaib Lababdi, Houyem & Abdelwahab, Mohamed & Aboul-Dahab, Sameh & Abdo, Said Shabban, 2024. "Understanding the impact of national culture differences on customers’ online social shopping behaviours," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    28. Latino, Maria Elena & De Lorenzi, Maria Chiara & Corallo, Angelo & Petruzzelli, Antonio Messeni, 2024. "The impact of metaverse for business model innovation: A review, novel insights and research directions," Technological Forecasting and Social Change, Elsevier, vol. 206(C).
    29. Kühn, Frauke & Lichters, Marcel & Krey, Nina, 2020. "The touchy issue of produce: Need for touch in online grocery retailing," Journal of Business Research, Elsevier, vol. 117(C), pages 244-255.
    30. Kumari, Vandana & Bala, Pradip Kumar & Chakraborty, Shibashish, 2024. "A text mining approach to explore factors influencing consumer intention to use metaverse platform services: Insights from online customer reviews," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
    31. Nofrizal, & Juju, Undang & Sucherly, & N, Arizal & Waldelmi, Idel & Aznuriyandi,, 2023. "Changes and determinants of consumer shopping behavior in E-commerce and social media product Muslimah," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    32. Julian Koch & Tobias Kraemer & Sven Heidenreich, 2021. "Exploring Passive Innovation Resistance — An Empirical Examination Of Predictors And Consequences At The Cognitive And Situational Level," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 25(01), pages 1-35, January.
    33. Sven Heidenreich & Katrin Talke, 2020. "Consequences of mandated usage of innovations in organizations: developing an innovation decision model of symbolic and forced adoption," AMS Review, Springer;Academy of Marketing Science, vol. 10(3), pages 279-298, December.
    34. Hsu, Wen-Chin & Lee, Mu-Heng & Zheng, Kai-Wen, 2024. "From virtual to reality: The power of augmented reality in triggering impulsive purchases," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    35. El Baz, Jamal & Ruel, Salomée, 2024. "Achieving social performance through digitalization and supply chain resilience in the COVID-19 disruption era: An empirical examination based on a stakeholder dynamic capabilities view," Technological Forecasting and Social Change, Elsevier, vol. 201(C).
    36. Rupa Rathee & Pallavi Rajain, 2019. "Online shopping environments and consumer’s Need for Touch," Journal of Advances in Management Research, Emerald Group Publishing Limited, vol. 16(5), pages 814-826, June.
    37. Rupa Rathee & Pallavi Rajain, 2019. "Online shopping environments and consumer’s Need for Touch," Journal of Advances in Management Research, Emerald Group Publishing Limited, vol. 16(5), pages 814-826, June.
    38. Marko Sarstedt & Yide Liu, 2024. "Advanced marketing analytics using partial least squares structural equation modeling (PLS-SEM)," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(1), pages 1-5, March.
    39. Leong, Lai-Ying & Hew, Teck-Soon & Ooi, Keng-Boon & Wei, June, 2020. "Predicting mobile wallet resistance: A two-staged structural equation modeling-artificial neural network approach," International Journal of Information Management, Elsevier, vol. 51(C).
    40. Kumar, Aman & Shankar, Amit & Nayal, Preeti, 2024. "Metaverse is not my cup of tea! An investigation into how personality traits shape metaverse usage intentions," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
    41. Ringler, Christine & Sirianni, Nancy J. & Gustafsson, Anders & Peck, Joann, 2019. "Look but Don’t Touch! The Impact of Active Interpersonal Haptic Blocking on Compensatory Touch and Purchase Behavior," Journal of Retailing, Elsevier, vol. 95(4), pages 186-203.
    42. Farivar, Samira & Abouzahra, Mohamed & Ghasemaghaei, Maryam, 2020. "Wearable device adoption among older adults: A mixed-methods study," International Journal of Information Management, Elsevier, vol. 55(C).
    43. Aw, Eugene Cheng-Xi, 2020. "Understanding consumers’ paths to webrooming: A complexity approach," Journal of Retailing and Consumer Services, Elsevier, vol. 53(C).
    44. Mkedder, Nadjim & Das, Manish, 2024. "Metaverse integration challenges: An in-depth ISM and MICMAC analysis," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
    45. Chaouali, Walid & Souiden, Nizar, 2019. "The role of cognitive age in explaining mobile banking resistance among elderly people," Journal of Retailing and Consumer Services, Elsevier, vol. 50(C), pages 342-350.
    46. Paolo Franco, 2023. "Older consumers and technology: A critical systematic literature review," AMS Review, Springer;Academy of Marketing Science, vol. 13(1), pages 92-121, June.
    47. Sharma, Varinder M. & Klein, Andreas, 2020. "Consumer perceived value, involvement, trust, susceptibility to interpersonal influence, and intention to participate in online group buying," Journal of Retailing and Consumer Services, Elsevier, vol. 52(C).
    48. Vinoi, Nivin & Shankar, Amit & Agarwal, Reeti & Alghafes, Rsha, 2025. "Revolutionizing retail: The transformative power of service robots on shopping dynamics," Journal of Retailing and Consumer Services, Elsevier, vol. 82(C).
    49. Heidenreich, Sven & Kraemer, Tobias & Handrich, Matthias, 2016. "Satisfied and unwilling: Exploring cognitive and situational resistance to innovations," Journal of Business Research, Elsevier, vol. 69(7), pages 2440-2447.
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