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Increasing trust and value of mobile advertising in retailing: A survey design, machine learning approach, and blockchain in the trust path

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  • Hajian, Ava
  • Sadeghi, Russell
  • Prybutok, Victor R.
  • Koh, Chang E.

Abstract

The U.S. mobile advertising market generated $175 billion in 2023, emphasizing its significant role in the marketing industry. This paper presents two studies that contribute to the trust path of mobile advertising, which can ultimately increase customers’ purchase intention. The survey study proposes a new moderator, mobile learning by ads, which can aid in developing the trust path theory in mobile advertising. We tested a research model that includes a moderated mediation relationship using a sample of 200 respondents. Survey results reveal that mobile learning strengthens the link between trust, value, and purchasing behavior. This finding highlights the importance of incorporating mobile learning strategies to enhance customer trust and ultimately increase purchase intention in mobile advertising. In the post hoc study, this paper introduces the text analysis to explore a large dataset containing 3499 tweets contributing to mobile advertising. Text analytics results indicate that blockchain and cybersecurity are the primary topics among users who focus on the trust path in mobile advertising. Blockchain and cybersecurity are the most identified topics because cyber-attacks and privacy concerns are growing in mobile advertising systems. Moreover, the fact that users remain optimistic about the trust path is significant for its theory development.

Suggested Citation

  • Hajian, Ava & Sadeghi, Russell & Prybutok, Victor R. & Koh, Chang E., 2024. "Increasing trust and value of mobile advertising in retailing: A survey design, machine learning approach, and blockchain in the trust path," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    • Handle: RePEc:eee:joreco:v:79:y:2024:i:c:s0969698924000900
    DOI: 10.1016/j.jretconser.2024.103794
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    1. Bleier, Alexander & Eisenbeiss, Maik, 2015. "The Importance of Trust for Personalized Online Advertising," Journal of Retailing, Elsevier, vol. 91(3), pages 390-409.
    2. Kelly D. Martin & Patrick E. Murphy, 2017. "The role of data privacy in marketing," Journal of the Academy of Marketing Science, Springer, vol. 45(2), pages 135-155, March.
    3. Wahab, Hamza Kaka Abdul & Tao, Meng & Tandon, Anushree & Ashfaq, Muhammad & Dhir, Amandeep, 2022. "Social media celebrities and new world order. What drives purchasing behavior among social media followers?," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    4. Tewari, Alok & Mathur, Smriti & Srivastava, Smriti & Gangwar, Divya, 2022. "Examining the role of receptivity to green communication, altruism and openness to change on young consumers’ intention to purchase green apparel: A multi-analytical approach," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    5. Liu, Chia-Ling ‘Eunice’ & Sinkovics, Rudolf R. & Pezderka, Noemi & Haghirian, Parissa, 2012. "Determinants of Consumer Perceptions toward Mobile Advertising — A Comparison between Japan and Austria," Journal of Interactive Marketing, Elsevier, vol. 26(1), pages 21-32.
    6. Margaret E. Roberts & Brandon M. Stewart & Edoardo M. Airoldi, 2016. "A Model of Text for Experimentation in the Social Sciences," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 111(515), pages 988-1003, July.
    7. Armstrong, J. Scott & Overton, Terry S., 1977. "Estimating Nonresponse Bias in Mail Surveys," MPRA Paper 81694, University Library of Munich, Germany.
    8. Hayes, Jameson L. & Brinson, Nancy H. & Bott, Gregory J. & Moeller, Claire M., 2021. "The Influence of Consumer–Brand Relationship on the Personalized Advertising Privacy Calculus in Social Media," Journal of Interactive Marketing, Elsevier, vol. 55(C), pages 16-30.
    9. Shareef, Mahmud Akhter & Mukerji, Bhasker & Alryalat, Mohammad Abdallah Ali & Wright, Angela & Dwivedi, Yogesh K., 2018. "Advertisements on Facebook: Identifying the persuasive elements in the development of positive attitudes in consumers," Journal of Retailing and Consumer Services, Elsevier, vol. 43(C), pages 258-268.
    10. Maseeh, Haroon Iqbal & Jebarajakirthy, Charles & Pentecost, Robin & Ashaduzzaman, Md. & Arli, Denni & Weaven, Scott, 2021. "A meta-analytic review of mobile advertising research," Journal of Business Research, Elsevier, vol. 136(C), pages 33-51.
    11. Barari, Mojtaba & Ross, Mitchell & Surachartkumtonkun, Jiraporn, 2020. "Negative and positive customer shopping experience in an online context," Journal of Retailing and Consumer Services, Elsevier, vol. 53(C).
    12. 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.
    13. Riquelme, Isabel P. & Román, Sergio & Iacobucci, Dawn, 2016. "Consumers' Perceptions of Online and Offline Retailer Deception: A Moderated Mediation Analysis," Journal of Interactive Marketing, Elsevier, vol. 35(C), pages 16-26.
    14. Abbasi, Amir Zaib & Tsiotsou, Rodoula H. & Hussain, Khalil & Rather, Raouf Ahmad & Ting, Ding Hooi, 2023. "Investigating the impact of social media images’ value, consumer engagement, and involvement on eWOM of a tourism destination: A transmittal mediation approach," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    15. Mark R. Gleim & Jennifer L. Stevens, 2021. "Blockchain: a game changer for marketers?," Marketing Letters, Springer, vol. 32(1), pages 123-128, March.
    16. San-Martín, Sonia & Prodanova, Jana & Jiménez, Nadia, 2015. "The impact of age in the generation of satisfaction and WOM in mobile shopping," Journal of Retailing and Consumer Services, Elsevier, vol. 23(C), pages 1-8.
    17. Kurtz, Oliver T. & Wirtz, Bernd W. & Langer, Paul F., 2021. "An Empirical Analysis of Location-Based Mobile Advertising—Determinants, Success Factors, and Moderating Effects," Journal of Interactive Marketing, Elsevier, vol. 54(C), pages 69-85.
    18. Martins, José & Costa, Catarina & Oliveira, Tiago & Gonçalves, Ramiro & Branco, Frederico, 2019. "How smartphone advertising influences consumers' purchase intention," Journal of Business Research, Elsevier, vol. 94(C), pages 378-387.
    19. Xiao, Lin & Li, Xiaofeng & Zhang, Yucheng, 2023. "Exploring the factors influencing consumer engagement behavior regarding short-form video advertising: A big data perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    20. Rebekkah Navas & Hyo Jung (Julie) Chang & Samina Khan & Jo Woon Chong, 2021. "Sustainability Transparency and Trustworthiness of Traditional and Blockchain Ecolabels: A Comparison of Generations X and Y Consumers," Sustainability, MDPI, vol. 13(15), pages 1-16, July.
    21. Melanie Schreiner & Thomas Fischer & Rene Riedl, 2021. "Impact of content characteristics and emotion on behavioral engagement in social media: literature review and research agenda," Electronic Commerce Research, Springer, vol. 21(2), pages 329-345, June.
    22. Goneos-Malka, A. & Strasheim, A. & Grobler, A.F., 2014. "Conventionalists, Connectors, Technoisseurs and Mobilarti: Differential profiles of mobile marketing segments based on phone features and postmodern characteristics of consumers," Journal of Retailing and Consumer Services, Elsevier, vol. 21(6), pages 905-916.
    23. Singh, Amit & Jenamani, Mamata & Thakkar, Jitesh J. & Rana, Nripendra P., 2022. "Quantifying the effect of eWOM embedded consumer perceptions on sales: An integrated aspect-level sentiment analysis and panel data modeling approach," Journal of Business Research, Elsevier, vol. 138(C), pages 52-64.
    24. Kumar, Vivek & Srivastava, Arpita, 2022. "Trends in the thematic landscape of corporate social responsibility research: A structural topic modeling approach," Journal of Business Research, Elsevier, vol. 150(C), pages 26-37.
    25. Uzir, Md. Uzir Hossain & Al Halbusi, Hussam & Thurasamy, Ramayah & Thiam Hock, Rodney Lim & Aljaberi, Musheer A. & Hasan, Najmul & Hamid, Mahmud, 2021. "The effects of service quality, perceived value and trust in home delivery service personnel on customer satisfaction: Evidence from a developing country," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    26. Hou, Jianwei & Elliott, Kevin, 2021. "Mobile shopping intensity: Consumer demographics and motivations," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    27. Farrell, Andrew M., 2010. "Insufficient discriminant validity: A comment on Bove, Pervan, Beatty, and Shiu (2009)," Journal of Business Research, Elsevier, vol. 63(3), pages 324-327, March.
    28. Wu, Cheng-Lung & Ma, Ngai Ki, 2022. "The impact of customised mobile marketing on passenger shopping behaviour in the airport terminal," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    29. Kathryn Sharpe Wessling & Joel Huber & Oded Netzer, 2017. "MTurk Character Misrepresentation: Assessment and Solutions," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 44(1), pages 211-230.
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