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Drivers of metaverse adoption for enhancing marketing capabilities of retail SMEs

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  • Rehman, Anisur
  • Behera, Rajat Kumar
  • Islam, Md Saiful
  • Elahi, Yasir Arafat
  • Abbasi, Faraz Ahmad
  • Imtiaz, Asma

Abstract

Small and medium-sized enterprises (SMEs) rely on a thriving distribution network and digital technologies, including the metaverse, to remain competitive. The retail industry is perceived as a portfolio-based and granular business. Hence, retail SMEs can be a key source of innovation and a major source of growth that need technical flexibility to react quickly to changing customer needs. Therefore, grounded in the TOE framework, this study is undertaken to explore the drivers of metaverse adoption for enhancing the marketing capabilities of retail SMEs. Online surveys were used to gather primary data from 300 marketing practitioners employed in retail SMEs. Subsequently, the data were analysed using quantitative research methodology. The finding reveals that the metaverse is gaining attention from retail SMEs due to its technological, organisational, and environmental drivers, as well as its ability to provide immersive experiences to customers. Thereafter, metaverse adoption enhances the marketing capabilities of SMEs with new sales channels, tailored marketing, and increased customer reach with an understanding of the marketplace focused on customer relations, market research, and cross-management capabilities.

Suggested Citation

  • Rehman, Anisur & Behera, Rajat Kumar & Islam, Md Saiful & Elahi, Yasir Arafat & Abbasi, Faraz Ahmad & Imtiaz, Asma, 2024. "Drivers of metaverse adoption for enhancing marketing capabilities of retail SMEs," Technology in Society, Elsevier, vol. 79(C).
  • Handle: RePEc:eee:teinso:v:79:y:2024:i:c:s0160791x24002525
    DOI: 10.1016/j.techsoc.2024.102704
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    as
    1. Hayajneh, Jamal Abdelrahman .M. & Elayan, Malek Bakheet Haroun & Abdellatif, Mamdouh Abdallah Mohamed & Abubakar, A. Mohammed, 2022. "Impact of business analytics and π-shaped skills on innovative performance: Findings from PLS-SEM and fsQCA," Technology in Society, Elsevier, vol. 68(C).
    2. Giang Barrera, Kevin & Shah, Denish, 2023. "Marketing in the Metaverse: Conceptual understanding, framework, and research agenda," Journal of Business Research, Elsevier, vol. 155(PA).
    3. Fosso Wamba, Samuel & Queiroz, Maciel M. & Trinchera, Laura, 2020. "Dynamics between blockchain adoption determinants and supply chain performance: An empirical investigation," International Journal of Production Economics, Elsevier, vol. 229(C).
    4. Youssef, Mayada Abd El-Aziz & Eid, Riyad & Agag, Gomaa, 2022. "Cross-national differences in big data analytics adoption in the retail industry," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    5. Lorente-Martínez, Javier & Navío-Marco, Julio & Rodrigo-Moya, Beatriz, 2020. "Analysis of the adoption of customer facing InStore technologies in retail SMEs," Journal of Retailing and Consumer Services, Elsevier, vol. 57(C).
    6. Meyer, Patrick & Roth, Angela & Gutknecht, Klaus, 2023. "Service robots in organisational frontlines—A retail managers’ perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    7. Wei Guan & Wenhong Ding & Bobo Zhang & Jerome Verny & Rubin Hao, 2023. "Do supply chain related factors enhance the prediction accuracy of blockchain adoption? A machine learning approach," Post-Print hal-04063438, HAL.
    8. Guan, Wei & Ding, Wenhong & Zhang, Bobo & Verny, Jerome & Hao, Rubin, 2023. "Do supply chain related factors enhance the prediction accuracy of blockchain adoption? A machine learning approach," Technological Forecasting and Social Change, Elsevier, vol. 192(C).
    9. Morimura, Fumikazu & Sakagawa, Yuji, 2023. "The intermediating role of big data analytics capability between responsive and proactive market orientations and firm performance in the retail industry," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    10. Qalati, Sikander Ali & Yuan, Li Wen & Khan, Muhammad Aamir Shafique & Anwar, Farooq, 2021. "A mediated model on the adoption of social media and SMEs’ performance in developing countries," Technology in Society, Elsevier, vol. 64(C).
    11. Clemente-Almendros, Jose Antonio & Nicoara-Popescu, Dorina & Pastor-Sanz, Ivan, 2024. "Digital transformation in SMEs: Understanding its determinants and size heterogeneity," Technology in Society, Elsevier, vol. 77(C).
    12. Jafar, Rana Muhammad Sohail & Ahmad, Wasim & Sun, Yanming, 2023. "Unfolding the impacts of metaverse aspects on telepresence, product knowledge, and purchase intentions in the metaverse stores," Technology in Society, Elsevier, vol. 74(C).
    13. 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.
    14. Pasirayi, Simbarashe & Fennell, Patrick B. & Sen, Argha, 2023. "The effect of third-party delivery partnerships on firm value," Journal of Business Research, Elsevier, vol. 167(C).
    15. Sanguineti, Francesca & Maran, Thomas, 2024. "Navigating the clouds: Cultural influences on technology acceptance in the workplace," Technology in Society, Elsevier, vol. 77(C).
    16. wael AL-khatib, Ayman, 2023. "Drivers of generative artificial intelligence to fostering exploitative and exploratory innovation: A TOE framework," Technology in Society, Elsevier, vol. 75(C).
    17. Ana-Marija Stjepić & Mirjana Pejić Bach & Vesna Bosilj Vukšić, 2021. "Exploring Risks in the Adoption of Business Intelligence in SMEs Using the TOE Framework," JRFM, MDPI, vol. 14(2), pages 1-18, February.
    18. 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).
    19. Mikalef, Patrick & Islam, Najmul & Parida, Vinit & Singh, Harkamaljit & Altwaijry, Najwa, 2023. "Artificial intelligence (AI) competencies for organizational performance: A B2B marketing capabilities perspective," Journal of Business Research, Elsevier, vol. 164(C).
    20. Mustafeed Zaman & Prof Rajibul Hasan & Tan Vo-Thanh & Riad Shams & Mizan Rahman & K. Mohamed Jasim, 2024. "Adopting the metaverse in the luxury hotel business: a cost–benefit perspective," Post-Print hal-04974520, HAL.
    21. Pachouri, Vikrant & Singh, Rajesh & Gehlot, Anita & Pandey, Shweta & Vaseem Akram, Shaik & Abbas, Mohamed, 2024. "Empowering sustainability in the built environment: A technological Lens on industry 4.0 Enablers," Technology in Society, Elsevier, vol. 76(C).
    22. Pinto, Marcelo Rezende & Salume, Paula Karina & Barbosa, Marcelo Werneck & de Sousa, Paulo Renato, 2023. "The path to digital maturity: A cluster analysis of the retail industry in an emerging economy," Technology in Society, Elsevier, vol. 72(C).
    23. Al-Emran, Mostafa & Deveci, Muhammet, 2024. "Unlocking the potential of cybersecurity behavior in the metaverse: Overview, opportunities, challenges, and future research agendas," Technology in Society, Elsevier, vol. 77(C).
    24. Lucia-Palacios, Laura & Pérez-López, Raúl & Polo-Redondo, Yolanda, 2020. "How situational circumstances modify the effects of frontline employees’ competences on customer satisfaction with the store," Journal of Retailing and Consumer Services, Elsevier, vol. 52(C).
    25. Shafique, Muhammad Noman & Yeo, Sook Fern & Tan, Cheng Ling, 2024. "Roles of top management support and compatibility in big data predictive analytics for supply chain collaboration and supply chain performance," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    26. Reis, Germano Glufke & Heidemann, Marina Sucha & Borini, Felipe Mendes & Molento, Carla Forte Maiolino, 2020. "Livestock value chain in transition: Cultivated (cell-based) meat and the need for breakthrough capabilities," Technology in Society, Elsevier, vol. 62(C).
    27. Chen, Ji & Huang, Jiayan & Su, Weihua & Štreimikienė, Dalia & Baležentis, Tomas, 2021. "The challenges of COVID-19 control policies for sustainable development of business: Evidence from service industries," Technology in Society, Elsevier, vol. 66(C).
    28. Lutfi, Abdalwali & Alrawad, Mahmaod & Alsyouf, Adi & Almaiah, Mohammed Amin & Al-Khasawneh, Ahmad & Al-Khasawneh, Akif Lutfi & Alshira'h, Ahmad Farhan & Alshirah, Malek Hamed & Saad, Mohamed & Ibrahim, 2023. "Drivers and impact of big data analytic adoption in the retail industry: A quantitative investigation applying structural equation modeling," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    29. Majidpour, Mehdi & Saber, Ali & Elahi, Shaban & Shayan, Ali & Sahebkar Khorasani, Seyed Mohammad, 2021. "Technological catch-up in the biopharmaceutical sector: Evidence from Iran," Technology in Society, Elsevier, vol. 67(C).
    30. Jia, Junbo & Xu, Yusen & Li, Wenli, 2024. "A study on the strategic momentum of SMEs’ digital transformation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    31. Manis, K.T. & Madhavaram, Sreedhar, 2023. "AI-Enabled marketing capabilities and the hierarchy of capabilities: Conceptualization, proposition development, and research avenues," Journal of Business Research, Elsevier, vol. 157(C).
    32. Borah, Prasad Siba & Iqbal, Shuja & Akhtar, Shamim, 2022. "Linking social media usage and SME's sustainable performance: The role of digital leadership and innovation capabilities," Technology in Society, Elsevier, vol. 68(C).
    33. Kurnia, Sherah & Choudrie, Jyoti & Mahbubur, Rahim Md & Alzougool, Basil, 2015. "E-commerce technology adoption: A Malaysian grocery SME retail sector study," Journal of Business Research, Elsevier, vol. 68(9), pages 1906-1918.
    34. Feng, Cong & Fay, Scott, 2021. "Chief stores officer and retailer performance," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    35. Guo, Huiling & Xu, Hangjun & Tang, Chuanyi & Liu-Thompkins, Yuping & Guo, Zhaoyang & Dong, Baobao, 2018. "Comparing the impact of different marketing capabilities: Empirical evidence from B2B firms in China," Journal of Business Research, Elsevier, vol. 93(C), pages 79-89.
    36. 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).
    37. Gielens, Katrijn & Ma, Yu & Namin, Aidin & Sethuraman, Raj & Smith, Ronn J. & Bachtel, Robert C. & Jervis, Suzanne, 2021. "The Future of Private Labels: Towards a Smart Private Label Strategy," Journal of Retailing, Elsevier, vol. 97(1), pages 99-115.
    38. Sakshi, & Tandon, Urvashi & Ertz, Myriam & Bansal, Harbhajan, 2020. "Social vacation: Proposition of a model to understand tourists’ usage of social media for travel planning," Technology in Society, Elsevier, vol. 63(C).
    39. Bodlaj, Mateja & Čater, Barbara, 2022. "Responsive and proactive market orientation in relation to SMEs’ export venture performance: The mediating role of marketing capabilities," Journal of Business Research, Elsevier, vol. 138(C), pages 256-265.
    40. Shahzad, Khuram & Zhang, Qingyu & Ashfaq, Muhammad & Zafar, Abaid Ullah & Ahmad, Bilal, 2024. "Pre- to post-adoption of blockchain technology in supply chain management: Influencing factors and the role of firm size," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    41. Behera, Rajat Kumar & Bala, Pradip Kumar & Rana, Nripendra P., 2024. "Assessing the intention to adopt computational intelligence in interactive marketing," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    42. 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).
    43. Henry Kaiser, 1970. "A second generation little jiffy," Psychometrika, Springer;The Psychometric Society, vol. 35(4), pages 401-415, December.
    44. Wong, Lai-Wan & Leong, Lai-Ying & Hew, Jun-Jie & Tan, Garry Wei-Han & Ooi, Keng-Boon, 2020. "Time to seize the digital evolution: Adoption of blockchain in operations and supply chain management among Malaysian SMEs," International Journal of Information Management, Elsevier, vol. 52(C).
    45. Chan, Wing Yin & To, Chester K.M. & Chu, Wai Ching, 2015. "Materialistic consumers who seek unique products: How does their need for status and their affective response facilitate the repurchase intention of luxury goods?," Journal of Retailing and Consumer Services, Elsevier, vol. 27(C), pages 1-10.
    46. Matjokana, Hlanganani Rabia & David, Oladipo Olalekan, 2024. "The effects of the fourth industrial revolution on employment in South Africa: Variance decomposition analysis," Technology in Society, Elsevier, vol. 77(C).
    47. Singh, Nidhi & Sinha, Neena, 2020. "How perceived trust mediates merchant's intention to use a mobile wallet technology," Journal of Retailing and Consumer Services, Elsevier, vol. 52(C).
    48. Paramita, Widya & Chan Nhu, Huynh Ba & Ngo, Liem Viet & Minh Tran, Quan Ha & Gregory, Gary, 2021. "Brand experience and consumers' social interactive engagement with brand page: An integrated-marketing perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 62(C).
    49. Shama & Syed Shahid Mazhar & Anis ur Rehman & Farhina Sardar Khan, 2023. "How digital technology and innovation can be leveraged in small and medium enterprises: a bibliometric analysis," International Journal of Technological Learning, Innovation and Development, Inderscience Enterprises Ltd, vol. 15(2), pages 162-182.
    50. Naresh K. Malhotra & Sung S. Kim & Ashutosh Patil, 2006. "Common Method Variance in IS Research: A Comparison of Alternative Approaches and a Reanalysis of Past Research," Management Science, INFORMS, vol. 52(12), pages 1865-1883, December.
    51. Ho, Foo Nin & Huang, Chin-wei, 2020. "The interdependencies of marketing capabilities and operations efficiency in hospitals," Journal of Business Research, Elsevier, vol. 113(C), pages 337-347.
    52. Sohn, Jeong Woong & Kim, Jin Ki, 2020. "Factors that influence purchase intentions in social commerce," Technology in Society, Elsevier, vol. 63(C).
    53. Nannan Xi & Juan Chen & Filipe Gama & Marc Riar & Juho Hamari, 2023. "The challenges of entering the metaverse: An experiment on the effect of extended reality on workload," Information Systems Frontiers, Springer, vol. 25(2), pages 659-680, April.
    54. Kumar, Devinder & Singh, Rajesh Kr & Mishra, Ruchi & Daim, Tugrul U., 2023. "Roadmap for integrating blockchain with Internet of Things (IoT) for sustainable and secured operations in logistics and supply chains: Decision making framework with case illustration," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
    55. Yokoyama, Narimasa & Azuma, Nobukazu & Kim, Woonho, 2022. "Moderating effect of customer's retail format perception on customer satisfaction formation: An empirical study of mini-supermarkets in an urban retail market setting," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    56. Sun, Ruimei & Zhang, Meng Xuan & Yeh, Chunmin & Ung, Carolina Oi Lam & Wu, Anise M.S., 2024. "The metacognitive-motivational links between stress and short-form video addiction," Technology in Society, Elsevier, vol. 77(C).
    57. Chung, Jae-Eun & Oh, Se-Gu & Moon, Hee-Cheol, 2022. "What drives SMEs to adopt smart technologies in Korea? Focusing on technological factors," Technology in Society, Elsevier, vol. 71(C).
    58. 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).
    59. Hamed Taherdoost, 2016. "Validity and Reliability of the Research Instrument; How to Test the Validation of a Questionnaire/Survey in a Research," Post-Print hal-02546799, HAL.
    60. Fernandes, Cristina & Ferreira, João J. & Veiga, Pedro Mota & Kraus, Sascha & Dabić, Marina, 2022. "Digital entrepreneurship platforms: Mapping the field and looking towards a holistic approach," Technology in Society, Elsevier, vol. 70(C).
    61. Khayer, Abul & Talukder, Md. Shamim & Bao, Yukun & Hossain, Md. Nahin, 2020. "Cloud computing adoption and its impact on SMEs’ performance for cloud supported operations: A dual-stage analytical approach," Technology in Society, Elsevier, vol. 60(C).
    62. Setyowati, Milla Sepliana & Utami, Niken Desila & Saragih, Arfah Habib & Hendrawan, Adang, 2023. "Strategic factors in implementing blockchain technology in Indonesia's value-added tax system," Technology in Society, Elsevier, vol. 72(C).
    63. Kumar, Aman & Shankar, Amit & Agarwal, Reeti & Agarwal, Vaishali & Alzeiby, Ebtesam Abdullah, 2024. "With enterprise metaverse comes great possibilities! Understanding metaverse usage intention from an employee perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    64. Pitafi, Abdul Hameed & Rasheed, Muhammad Imran & Kanwal, Shamsa & Ren, Minglun, 2020. "Employee agility and enterprise social media: The Role of IT proficiency and work expertise," Technology in Society, Elsevier, vol. 63(C).
    65. van Oorschot, Johannes A.W.H. & Hofman, Erwin & Halman, Johannes I.M., 2018. "A bibliometric review of the innovation adoption literature," Technological Forecasting and Social Change, Elsevier, vol. 134(C), pages 1-21.
    66. Abed, Salma S., 2020. "Social commerce adoption using TOE framework: An empirical investigation of Saudi Arabian SMEs," International Journal of Information Management, Elsevier, vol. 53(C).
    67. Yang, Jiaqi & Blount, Yvette & Amrollahi, Alireza, 2024. "Artificial intelligence adoption in a professional service industry: A multiple case study," Technological Forecasting and Social Change, Elsevier, vol. 201(C).
    68. Jaklič, Jurij & Grublješič, Tanja & Popovič, Aleš, 2018. "The role of compatibility in predicting business intelligence and analytics use intentions," International Journal of Information Management, Elsevier, vol. 43(C), pages 305-318.
    69. Gupta, Somya & Ghardallou, Wafa & Pandey, Dharen Kumar & Sahu, Ganesh P., 2022. "Artificial intelligence adoption in the insurance industry: Evidence using the technology–organization–environment framework," Research in International Business and Finance, Elsevier, vol. 63(C).
    70. Shore, Adam & Tiwari, Manisha & Tandon, Priyanka & Foropon, Cyril, 2024. "Building entrepreneurial resilience during crisis using generative AI: An empirical study on SMEs," Technovation, Elsevier, vol. 135(C).
    71. 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).
    72. Ashraf Mishrif & Asharul Khan, 2023. "Technology adoption as survival strategy for small and medium enterprises during COVID-19," Journal of Innovation and Entrepreneurship, Springer, vol. 12(1), pages 1-23, December.
    73. Chatterjee, Sheshadri & Rana, Nripendra P. & Dwivedi, Yogesh K. & Baabdullah, Abdullah M., 2021. "Understanding AI adoption in manufacturing and production firms using an integrated TAM-TOE model," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
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