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What drives consumers to shop on mobile devices? Insights from a Meta-Analysis

Author

Listed:
  • Luceri, Beatrice
  • (Tammo) Bijmolt, T.H.A.
  • Bellini, Silvia
  • Aiolfi, Simone

Abstract

The penetration of mobile devices has reshaped consumers’ shopping journeys, drawing the attention of both scholars and practitioners. Over the last two decades, a rich strand of empirical studies across disciplines has been conducted on the factors underlying mobile shopping behavior. We provide and test a comprehensive framework for both the key drivers of consumers’ initial adoption and the continuance intention to use mobile devices for purchasing. To achieve this goal, we conduct a meta-analysis, in which we integrate the findings from the literature and apply a structural equation modeling approach. Our work builds on the existing theories (Technology Acceptance Model, Theory of Planned Behavior, and Unified Theory of Acceptance and Use of Technology) and offers an extensive understanding of the variables that shape mobile shopping behavior. Based on 207 articles, with 228 studies, 4,354 effect sizes, a total sample size of 68,944 shoppers, our findings show that mobile shopping is influenced by variables that reflect the evolution of technological innovations and the consequent improvement of the functionality and convenience of mobile devices (previous digital experience and ubiquity). Managerially, based on these findings, we provide a future research agenda and the key implications for firms to develop for a successful marketing strategy throughout the mobile customer journey. Companies should focus on both utilitarian and hedonic variables to stimulate the intention to use the mobile for the first time. In addition, to increase continuance intention to use mobile for shopping, they improve customer satisfaction, through enjoyment and the three dimensions of quality of the mobile channel.

Suggested Citation

  • Luceri, Beatrice & (Tammo) Bijmolt, T.H.A. & Bellini, Silvia & Aiolfi, Simone, 2022. "What drives consumers to shop on mobile devices? Insights from a Meta-Analysis," Journal of Retailing, Elsevier, vol. 98(1), pages 178-196.
    • Handle: RePEc:eee:jouret:v:98:y:2022:i:1:p:178-196
    DOI: 10.1016/j.jretai.2022.02.002
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    References listed on IDEAS

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    1. Zheng, Xiabing & Men, Jinqi & Yang, Feng & Gong, Xiuyuan, 2019. "Understanding impulse buying in mobile commerce: An investigation into hedonic and utilitarian browsing," International Journal of Information Management, Elsevier, vol. 48(C), pages 151-160.
    2. Babin, Barry J & Darden, William R & Griffin, Mitch, 1994. "Work and/or Fun: Measuring Hedonic and Utilitarian Shopping Value," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 20(4), pages 644-656, March.
    3. Kirca, Ahmet H. & Yaprak, Attila, 2010. "The use of meta-analysis in international business research: Its current status and suggestions for better practice," International Business Review, Elsevier, vol. 19(3), pages 306-314, June.
    4. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    5. Fred D. Davis & Richard P. Bagozzi & Paul R. Warshaw, 1989. "User Acceptance of Computer Technology: A Comparison of Two Theoretical Models," Management Science, INFORMS, vol. 35(8), pages 982-1003, August.
    6. Groß, Michael, 2016. "Impediments to mobile shopping continued usage intention: A trust-risk-relationship," Journal of Retailing and Consumer Services, Elsevier, vol. 33(C), pages 109-119.
    7. Floyd, Kristopher & Freling, Ryan & Alhoqail, Saad & Cho, Hyun Young & Freling, Traci, 2014. "How Online Product Reviews Affect Retail Sales: A Meta-analysis," Journal of Retailing, Elsevier, vol. 90(2), pages 217-232.
    8. Agrebi, Sinda & Jallais, Joël, 2015. "Explain the intention to use smartphones for mobile shopping," Journal of Retailing and Consumer Services, Elsevier, vol. 22(C), pages 16-23.
    9. Wang, Rebecca Jen-Hui & Malthouse, Edward C. & Krishnamurthi, Lakshman, 2015. "On the Go: How Mobile Shopping Affects Customer Purchase Behavior," Journal of Retailing, Elsevier, vol. 91(2), pages 217-234.
    10. Natarajan, Thamaraiselvan & Balasubramanian, Senthil Arasu & Kasilingam, Dharun Lingam, 2017. "Understanding the intention to use mobile shopping applications and its influence on price sensitivity," Journal of Retailing and Consumer Services, Elsevier, vol. 37(C), pages 8-22.
    11. Andrews, Lynda & Bianchi, Constanza, 2013. "Consumer internet purchasing behavior in Chile," Journal of Business Research, Elsevier, vol. 66(10), pages 1791-1799.
    12. Chia-Liang Hung & Jerome Chih-Lung Chou, 2014. "Examining The Cultural Moderation On The Acceptance Of Mobile Commerce," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 11(02), pages 1-19.
    13. Yang, Kiseol, 2012. "Consumer technology traits in determining mobile shopping adoption: An application of the extended theory of planned behavior," Journal of Retailing and Consumer Services, Elsevier, vol. 19(5), pages 484-491.
    14. Okazaki, Shintaro & Mendez, Felipe, 2013. "Perceived Ubiquity in Mobile Services," Journal of Interactive Marketing, Elsevier, vol. 27(2), pages 98-111.
    15. Esther Swilley & Ronald E. Goldsmith, 2007. "The role of involvement and experience with electronic commerce in shaping attitudes and intentions toward mobile commerce," International Journal of Electronic Marketing and Retailing, Inderscience Enterprises Ltd, vol. 1(4), pages 370-384.
    16. William H. DeLone & Ephraim R. McLean, 1992. "Information Systems Success: The Quest for the Dependent Variable," Information Systems Research, INFORMS, vol. 3(1), pages 60-95, March.
    17. Arts, Joep W.C. & Frambach, Ruud T. & Bijmolt, Tammo H.A., 2011. "Generalizations on consumer innovation adoption: A meta-analysis on drivers of intention and behavior," International Journal of Research in Marketing, Elsevier, vol. 28(2), pages 134-144.
    18. McLean, Graeme & Osei-Frimpong, Kofi & Al-Nabhani, Khalid & Marriott, Hannah, 2020. "Examining consumer attitudes towards retailers' m-commerce mobile applications – An initial adoption vs. continuous use perspective," Journal of Business Research, Elsevier, vol. 106(C), pages 139-157.
    19. Tojib, Dewi & Tsarenko, Yelena, 2012. "Post-adoption modeling of advanced mobile service use," Journal of Business Research, Elsevier, vol. 65(7), pages 922-928.
    20. Lee, Yong-Ki & Park, Jong-Hyun & Chung, Namho & Blakeney, Alisha, 2012. "A unified perspective on the factors influencing usage intention toward mobile financial services," Journal of Business Research, Elsevier, vol. 65(11), pages 1590-1599.
    21. Shirley Taylor & Peter A. Todd, 1995. "Understanding Information Technology Usage: A Test of Competing Models," Information Systems Research, INFORMS, vol. 6(2), pages 144-176, June.
    22. Sonja Gensler & Peter Verhoef & Martin Böhm, 2012. "Understanding consumers’ multichannel choices across the different stages of the buying process," Marketing Letters, Springer, vol. 23(4), pages 987-1003, December.
    23. Brown, Steven P. & Lam, Son K., 2008. "A Meta-Analysis of Relationships Linking Employee Satisfaction to Customer Responses," Journal of Retailing, Elsevier, vol. 84(3), pages 243-255.
    24. Blut, Markus & Teller, Christoph & Floh, Arne, 2018. "Testing Retail Marketing-Mix Effects on Patronage: A Meta-Analysis," Journal of Retailing, Elsevier, vol. 94(2), pages 113-135.
    25. Donald D. Bergh & Herman Aguinis & Ciaran Heavey & David J. Ketchen & Brian K. Boyd & Peiran Su & Cubie L. L. Lau & Harry Joo, 2016. "Using meta-analytic structural equation modeling to advance strategic management research: Guidelines and an empirical illustration via the strategic leadership-performance relationship," Strategic Management Journal, Wiley Blackwell, vol. 37(3), pages 477-497, March.
    26. Shankar, Venkatesh & Kleijnen, Mirella & Ramanathan, Suresh & Rizley, Ross & Holland, Steve & Morrissey, Shawn, 2016. "Mobile Shopper Marketing: Key Issues, Current Insights, and Future Research Avenues," Journal of Interactive Marketing, Elsevier, vol. 34(C), pages 37-48.
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    3. Maduku, Daniel K. & Thusi, Philile, 2023. "Understanding consumers' mobile shopping continuance intention: New perspectives from South Africa," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    4. Normalini Md Kassim & Wan Normila Mohamad & Nor Hazlina Hashim, 2022. "The Effect of the COVID-19 Pandemic on the Mobile Messaging Application Among Millennials in Public Universities in Malaysia," International Journal of Enterprise Information Systems (IJEIS), IGI Global, vol. 18(1), pages 1-21, January.

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