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Exploring the impact of metaverse adoption on sustainability outcomes in retail organizations: A dynamic capabilities view perspective

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  • Papadopoulos, Thanos
  • Pattanayak, Sirsha
  • Ramkumar, M.

Abstract

The metaverse presents an opportunity for retailers' sustainability in how its value can be created with efficient resources, inclusivity, and less waste. Nevertheless, the relationship between metaverse adoption and sustainability outcomes is not sufficiently explored in the literature. Building on the Dynamic Capability View (DCV) and employing a two-study mixed method approach, it is examined how metaverse adoption affects the economic, environmental, and social aspects of sustainability performance, emphasizing the role of technology infrastructure. A qualitative study (Study 1) based on interviews' thematic analysis revealed that metaverse-enabled dynamic capabilities of collaboration, business process optimization, realignment with stakeholders' empowerment, and pro-environmental practices are key mediators in this relationship, whereas technological infrastructure shapes these dynamic capabilities. A quantitative approach (Study 2) using PLS-SEM provided empirical support for Study 1. The findings suggest that collaboration enhances social and environmental sustainability; business process optimization enhances economic sustainability; stakeholder empowerment enhances economic, social, and environmental sustainability; and pro-environment practices enhance economic and environmental sustainability. Furthermore, technology infrastructure strongly moderates the relationship between metaverse adoption and dynamic capabilities, including collaboration, stakeholder empowerment, and pro-environmental practices. Finally the study yields a strategic roadmap for the retail sector to harmonize innovation with long-term sustainability objectives.

Suggested Citation

  • Papadopoulos, Thanos & Pattanayak, Sirsha & Ramkumar, M., 2025. "Exploring the impact of metaverse adoption on sustainability outcomes in retail organizations: A dynamic capabilities view perspective," Technological Forecasting and Social Change, Elsevier, vol. 217(C).
    • Handle: RePEc:eee:tefoso:v:217:y:2025:i:c:s0040162525002203
    DOI: 10.1016/j.techfore.2025.124189
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    1. Klaus, Phil & Manthiou, Aikaterini, 2024. "Metaverse retail: Pioneering research avenues for tomorrow's marketplace," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    2. Pereira, Joana & Tavalaei, M. Mahdi & Ozalp, Hakan, 2019. "Blockchain-based platforms: Decentralized infrastructures and its boundary conditions," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 94-102.
    3. Giang Barrera, Kevin & Shah, Denish, 2023. "Marketing in the Metaverse: Conceptual understanding, framework, and research agenda," Journal of Business Research, Elsevier, vol. 155(PA).
    4. Rameshwar Dubey & Angappa Gunasekaran & David J. Bryde & Yogesh K. Dwivedi & Thanos Papadopoulos, 2020. "Blockchain technology for enhancing swift-trust, collaboration and resilience within a humanitarian supply chain setting," International Journal of Production Research, Taylor & Francis Journals, vol. 58(11), pages 3381-3398, June.
    5. Emilio Passetti & Lara Bianchi & Massimo Battaglia & Marco Frey, 2019. "When Democratic Principles are not Enough: Tensions and Temporalities of Dialogic Stakeholder Engagement," Journal of Business Ethics, Springer, vol. 155(1), pages 173-190, March.
    6. Goldberg, Mitchell & Schär, Fabian, 2023. "Metaverse governance: An empirical analysis of voting within Decentralized Autonomous Organizations," Journal of Business Research, Elsevier, vol. 160(C).
    7. Ferreira, Jorge & Coelho, Arnaldo & Moutinho, Luiz, 2020. "Dynamic capabilities, creativity and innovation capability and their impact on competitive advantage and firm performance: The moderating role of entrepreneurial orientation," Technovation, Elsevier, vol. 92.
    8. Park, Hyejune & Lim, Rachel Esther, 2023. "Fashion and the metaverse: Clarifying the domain and establishing a research agenda," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).
    9. Nieves Arranz & Marta Arroyabe & Jun Li & Juan Carlos Fernandez de Arroyabe, 2020. "Innovation as a driver of eco‐innovation in the firm: An approach from the dynamic capabilities theory," Business Strategy and the Environment, Wiley Blackwell, vol. 29(3), pages 1494-1503, March.
    10. Al-Emran, Mostafa, 2023. "Beyond technology acceptance: Development and evaluation of technology-environmental, economic, and social sustainability theory," Technology in Society, Elsevier, vol. 75(C).
    11. Benjamin Saunders & Julius Sim & Tom Kingstone & Shula Baker & Jackie Waterfield & Bernadette Bartlam & Heather Burroughs & Clare Jinks, 2018. "Saturation in qualitative research: exploring its conceptualization and operationalization," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(4), pages 1893-1907, July.
    12. Zabel, Christian & O'Brien, Daniel & Natzel, Jonathan, 2023. "Sensing the Metaverse: The microfoundations of complementor firms' dynamic sensing capabilities in emerging-technology ecosystems," Technological Forecasting and Social Change, Elsevier, vol. 192(C).
    13. Agag, Gomaa & Shehawy, Yasser Moustafa & Almoraish, Ahmed & Eid, Riyad & Chaib Lababdi, Houyem & Gherissi Labben, Thouraya & Abdo, Said Shabban, 2024. "Understanding the relationship between marketing analytics, customer agility, and customer satisfaction: A longitudinal perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
    14. Chirumalla, Koteshwar, 2021. "Building digitally-enabled process innovation in the process industries: A dynamic capabilities approach," Technovation, Elsevier, vol. 105(C).
    15. Rosa Maria Dangelico & Devashish Pujari & Pierpaolo Pontrandolfo, 2017. "Green Product Innovation in Manufacturing Firms: A Sustainability‐Oriented Dynamic Capability Perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 26(4), pages 490-506, May.
    16. Sharma, Subhash & Mukherjee, Soumen & Kumar, Ajith & Dillon, William R., 2005. "A simulation study to investigate the use of cutoff values for assessing model fit in covariance structure models," Journal of Business Research, Elsevier, vol. 58(7), pages 935-943, July.
    17. Kim, Do Yuon & Lee, Ha Kyung & Chung, Kyunghwa, 2023. "Avatar-mediated experience in the metaverse: The impact of avatar realism on user-avatar relationship," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
    18. Kevin Zhu & Kenneth L. Kraemer, 2005. "Post-Adoption Variations in Usage and Value of E-Business by Organizations: Cross-Country Evidence from the Retail Industry," Information Systems Research, INFORMS, vol. 16(1), pages 61-84, March.
    19. Gillani, Fatima & Chatha, Kamran Ali & Jajja, Shakeel Sadiq & Cao, Dongmei & Ma, Xiao, 2024. "Unpacking Digital Transformation: Identifying key enablers, transition stages and digital archetypes," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    20. Zhao, Guoqing & Xie, Xiaotian & Wang, Yi & Liu, Shaofeng & Jones, Paul & Lopez, Carmen, 2024. "Barrier analysis to improve big data analytics capability of the maritime industry: A mixed-method approach," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    21. Owais Khan & Tiberio Daddi & Fabio Iraldo, 2020. "Microfoundations of dynamic capabilities: Insights from circular economy business cases," Business Strategy and the Environment, Wiley Blackwell, vol. 29(3), pages 1479-1493, March.
    22. Daniela Ortiz‐Avram & Nelly Ovcharova & Alexander Engelmann, 2024. "Dynamic capabilities for sustainability: Toward a typology based on dimensions of sustainability‐oriented innovation and stakeholder integration," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 2969-3004, May.
    23. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    24. Katiyar, Rajesh & Meena, Purushottam L. & Barua, Mukesh Kumar & Tibrewala, Rajen & Kumar, Gopal, 2018. "Impact of sustainability and manufacturing practices on supply chain performance: Findings from an emerging economy," International Journal of Production Economics, Elsevier, vol. 197(C), pages 303-316.
    25. Kumar, Aman & Shankar, Amit, 2024. "Building a sustainable future with enterprise metaverse in a data-driven era: A technology-organization-environment (TOE) perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
    26. Maurizio Zollo & Sidney G. Winter, 2002. "Deliberate Learning and the Evolution of Dynamic Capabilities," Organization Science, INFORMS, vol. 13(3), pages 339-351, June.
    27. Bag, Surajit & Dhamija, Pavitra & Bryde, David J. & Singh, Rajesh Kumar, 2022. "Effect of eco-innovation on green supply chain management, circular economy capability, and performance of small and medium enterprises," Journal of Business Research, Elsevier, vol. 141(C), pages 60-72.
    28. Srivastava, Mala & Kaul, Dimple, 2014. "Social interaction, convenience and customer satisfaction: The mediating effect of customer experience," Journal of Retailing and Consumer Services, Elsevier, vol. 21(6), pages 1028-1037.
    29. Giacomo Buzzao & Francesco Rizzi, 2021. "On the conceptualization and measurement of dynamic capabilities for sustainability: Building theory through a systematic literature review," Business Strategy and the Environment, Wiley Blackwell, vol. 30(1), pages 135-175, January.
    30. Eggenschwiler, Matthias & Linzmajer, Marc & Roggeveen, Anne L. & Rudolph, Thomas, 2024. "Retailing in the metaverse: A framework of managerial considerations for success," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    31. Ida Merete Enholm & Emmanouil Papagiannidis & Patrick Mikalef & John Krogstie, 2022. "Artificial Intelligence and Business Value: a Literature Review," Information Systems Frontiers, Springer, vol. 24(5), pages 1709-1734, October.
    32. Loureiro, Sandra Maria Correia & Romero, Jaime & Bilro, Ricardo Godinho, 2020. "Stakeholder engagement in co-creation processes for innovation: A systematic literature review and case study," Journal of Business Research, Elsevier, vol. 119(C), pages 388-409.
    33. Pamucar, Dragan & Deveci, Muhammet & Gokasar, Ilgin & Tavana, Madjid & Köppen, Mario, 2022. "A metaverse assessment model for sustainable transportation using ordinal priority approach and Aczel-Alsina norms," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    34. Sachin Kamble & Angappa Gunasekaran & Nachiappan Subramanian & Abhijeet Ghadge & Amine Belhadi & Mani Venkatesh, 2021. "Blockchain technology’s impact on supply chain integration and sustainable supply chain performance: evidence from the automotive industry," Post-Print hal-04582491, HAL.
    35. Orji, Ifeyinwa Juliet & Kusi-Sarpong, Simonov & Huang, Shuangfa & Vazquez-Brust, Diego, 2020. "Evaluating the factors that influence blockchain adoption in the freight logistics industry," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 141(C).
    36. Lu, Tingyu & Zhuang, Mengzhou & Zhuang, Guijun, 2021. "When does guanxi hurt interfirm cooperation? The moderating effects of institutional development and IT infrastructure capability," Journal of Business Research, Elsevier, vol. 125(C), pages 177-186.
    37. Peter Lok & Richard Y. Hung & Paul Walsh & Paul Wang & John Crawford, 2005. "An Integrative Framework for Measuring the Extent to which Organizational Variables Influence the Success of Process Improvement Programmes," Journal of Management Studies, Wiley Blackwell, vol. 42(7), pages 1357-1381, November.
    38. Stav Fainshmidt & Amir Pezeshkan & M. Lance Frazier & Anil Nair & Edward Markowski, 2016. "Dynamic Capabilities and Organizational Performance: A Meta-Analytic Evaluation and Extension," Journal of Management Studies, Wiley Blackwell, vol. 53(8), pages 1348-1380, December.
    39. Kumar, Gopal & Subramanian, Nachiappan & Maria Arputham, Ramkumar, 2018. "Missing link between sustainability collaborative strategy and supply chain performance: Role of dynamic capability," International Journal of Production Economics, Elsevier, vol. 203(C), pages 96-109.
    40. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    41. Yoo, Kiwoong & Welden, Roman & Hewett, Kelly & Haenlein, Michael, 2023. "The merchants of meta: A research agenda to understand the future of retailing in the metaverse," Journal of Retailing, Elsevier, vol. 99(2), pages 173-192.
    42. Chen, Ping-Kuo & Ye, Yong & Wen, Ming-Hui, 2023. "Efficiency of metaverse on the improvement of the green procurement policy of semiconductor supply chain – based on behaviour perspective," Resources Policy, Elsevier, vol. 86(PA).
    43. A. Koohang & J.H. Nord & K.-B. Ooi & G.W.-H. Tan & M. Al-Emran & E.C.-X. Aw & A.M. Baabdullah & D. Buhalis & T.-H. Cham & C. Dennis & Vincent Dutot & Yogesh K. Dwivedi & L. Hughes & E. Mogaji & N. Pan, 2023. "Shaping the Metaverse into Reality: A Holistic Multidisciplinary Understanding of Opportunities, Challenges, and Avenues for Future Investigation," Post-Print hal-04292613, HAL.
    44. Matthew Quayson & Chunguang Bai & Lihua Sun & Joseph Sarkis, 2023. "Building blockchain‐driven dynamic capabilities for developing circular supply chain: Rethinking the role of sensing, seizing, and reconfiguring," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4821-4840, November.
    45. Sungho Park & Sachin Gupta, 2012. "Handling Endogenous Regressors by Joint Estimation Using Copulas," Marketing Science, INFORMS, vol. 31(4), pages 567-586, July.
    46. Geng, Ruoqi & Mansouri, S. Afshin & Aktas, Emel, 2017. "The relationship between green supply chain management and performance: A meta-analysis of empirical evidences in Asian emerging economies," International Journal of Production Economics, Elsevier, vol. 183(PA), pages 245-258.
    47. Xinshu Zhao & John G. Lynch & Qimei Chen, 2010. "Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 197-206, August.
    48. Teck Ming Tan & Saila Saraniemi, 2023. "Trust in blockchain-enabled exchanges: Future directions in blockchain marketing," Journal of the Academy of Marketing Science, Springer, vol. 51(4), pages 914-939, July.
    49. Baruffaldi, Stefano H. & Di Maio, Giorgio & Landoni, Paolo, 2017. "Determinants of PhD holders’ use of social networking sites: An analysis based on LinkedIn," Research Policy, Elsevier, vol. 46(4), pages 740-750.
    50. Ghosh, Swapan & Hughes, Mat & Hodgkinson, Ian & Hughes, Paul, 2022. "Digital transformation of industrial businesses: A dynamic capability approach," Technovation, Elsevier, vol. 113(C).
    51. Alexandre Dolgui & Dmitry Ivanov, 2023. "Metaverse supply chain and operations management," International Journal of Production Research, Taylor & Francis Journals, vol. 61(23), pages 8179-8191, December.
    52. Matarazzo, Michela & Penco, Lara & Profumo, Giorgia & Quaglia, Roberto, 2021. "Digital transformation and customer value creation in Made in Italy SMEs: A dynamic capabilities perspective," Journal of Business Research, Elsevier, vol. 123(C), pages 642-656.
    53. Aysan, Ahmet Faruk & Gozgor, Giray & Nanaeva, Zhamal, 2024. "Technological perspectives of Metaverse for financial service providers," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
    54. Randhawa, Krithika & Wilden, Ralf & Gudergan, Siegfried, 2021. "How to innovate toward an ambidextrous business model? The role of dynamic capabilities and market orientation," Journal of Business Research, Elsevier, vol. 130(C), pages 618-634.
    55. Constance E. Helfat & Margaret A. Peteraf, 2003. "The dynamic resource‐based view: capability lifecycles," Strategic Management Journal, Wiley Blackwell, vol. 24(10), pages 997-1010, October.
    56. Patrick Mikalef & Adamantia Pateli & Rogier van de Wetering, 2021. "IT architecture flexibility and IT governance decentralisation as drivers of IT-enabled dynamic capabilities and competitive performance: The moderating effect of the external environment," European Journal of Information Systems, Taylor & Francis Journals, vol. 30(5), pages 512-540, September.
    57. Arpaci, Ibrahim & Karatas, Kasim & Kusci, Ismail & Al-Emran, Mostafa, 2022. "Understanding the social sustainability of the Metaverse by integrating UTAUT2 and big five personality traits: A hybrid SEM-ANN approach," Technology in Society, Elsevier, vol. 71(C).
    58. Tiberius, Victor & Stiller, Laura & Dabić, Marina, 2021. "Sustainability beyond economic prosperity: Social microfoundations of dynamic capabilities in family businesses," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    59. Sidney G. Winter, 2003. "Understanding dynamic capabilities," Strategic Management Journal, Wiley Blackwell, vol. 24(10), pages 991-995, October.
    60. Dash, Ganesh & Paul, Justin, 2021. "CB-SEM vs PLS-SEM methods for research in social sciences and technology forecasting," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    61. Dubois, Anna & Gadde, Lars-Erik, 2002. "Systematic combining: an abductive approach to case research," Journal of Business Research, Elsevier, vol. 55(7), pages 553-560, July.
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