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It is not merely a chat: Transforming chatbot affordances into dual identification and loyalty

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  • Lee, Kuo-Wei
  • Li, Chia-Ying

Abstract

Artificial intelligence (AI)-powered service chatbot functionality is changing to more effectively connect with customers in the era of digital marketing. As such, an understanding of how to enhance user perceptions and behaviors through interface design has become crucial. Using affordance actualization theory and social identity theory as a theoretical lens, this study explored how chatbot affordances affect consumer brand loyalty. Data were collected from 369 respondents who had at least one conversation with AI chatbots from a predetermined list of banks in Taiwan; the collected data were then analyzed using structural equation modeling. The results revealed that anytime–anyplace connectivity, information association, visibility, and interactivity affordances provided by chatbots positively influenced chatbot exploitation, which in turn affected perceived brand competence and perceived brand warmth. Furthermore, perceived brand competence influenced customer–chatbot identification and customer–brand identification, whereas brand warmth influenced customer–brand identification. Customer–chatbot identification also influenced brand loyalty both indirectly—through customer–brand identification—and directly. These findings are useful for assisting managers in various industries in the application of AI technologies to implement digital transformation strategies and improve customer services.

Suggested Citation

  • Lee, Kuo-Wei & Li, Chia-Ying, 2023. "It is not merely a chat: Transforming chatbot affordances into dual identification and loyalty," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).
  • Handle: RePEc:eee:joreco:v:74:y:2023:i:c:s0969698923001947
    DOI: 10.1016/j.jretconser.2023.103447
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    as
    1. Morimura, Fumikazu & Sakagawa, Yuji, 2018. "Information technology use in retail chains: Impact on the standardisation of pricing and promotion strategies and performance," Journal of Retailing and Consumer Services, Elsevier, vol. 45(C), pages 81-91.
    2. Björn Ivens & Alexander Leischnig & Brigitte Muller & Katharina Valta, 2015. "On the role of brand stereotypes in shaping consumer response toward brands: an empirical examination of direct and mediating effects of warmth and competence," Post-Print hal-01427971, HAL.
    3. Björn Ivens & Brigitte Muller & Alexander Leischnig & Katharina Valta, 2015. "On the Role of Brand Stereotypes in Shaping Consumer Response toward Brands: An Empirical Examination of Direct and Mediating Effects of Warmth and Competence," Post-Print hal-01796284, HAL.
    4. Stieglitz, Stefan & Hofeditz, Lennart & Brünker, Felix & Ehnis, Christian & Mirbabaie, Milad & Ross, Björn, 2022. "Design principles for conversational agents to support Emergency Management Agencies," International Journal of Information Management, Elsevier, vol. 63(C).
    5. So, Kevin Kam Fung & King, Ceridwyn & Hudson, Simon & Meng, Fang, 2017. "The missing link in building customer brand identification: The role of brand attractiveness," Tourism Management, Elsevier, vol. 59(C), pages 640-651.
    6. Kull, Alexander J. & Romero, Marisabel & Monahan, Lisa, 2021. "How may I help you? Driving brand engagement through the warmth of an initial chatbot message," Journal of Business Research, Elsevier, vol. 135(C), pages 840-850.
    7. Japutra, Arnold & Molinillo, Sebastian & Wang, Shasha, 2018. "Aesthetic or self-expressiveness? Linking brand logo benefits, brand stereotypes and relationship quality," Journal of Retailing and Consumer Services, Elsevier, vol. 44(C), pages 191-200.
    8. Ruan, Yanya & Mezei, József, 2022. "When do AI chatbots lead to higher customer satisfaction than human frontline employees in online shopping assistance? Considering product attribute type," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    9. Dong, Xueyan & Wang, Tienan, 2018. "Social tie formation in Chinese online social commerce: The role of IT affordances," International Journal of Information Management, Elsevier, vol. 42(C), pages 49-64.
    10. Hoyer, Wayne D. & Kroschke, Mirja & Schmitt, Bernd & Kraume, Karsten & Shankar, Venkatesh, 2020. "Transforming the Customer Experience Through New Technologies," Journal of Interactive Marketing, Elsevier, vol. 51(C), pages 57-71.
    11. Armstrong, J. Scott & Overton, Terry S., 1977. "Estimating Nonresponse Bias in Mail Surveys," MPRA Paper 81694, University Library of Munich, Germany.
    12. Kala Kamdjoug, Jean Robert & Wamba-Taguimdje, Serge-Lopez & Wamba, Samuel Fosso & Kake, Ingrid Bive'e, 2021. "Determining factors and impacts of the intention to adopt mobile banking app in Cameroon: Case of SARA by afriland First Bank," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    13. Jonathan W. Palmer, 2002. "Web Site Usability, Design, and Performance Metrics," Information Systems Research, INFORMS, vol. 13(2), pages 151-167, June.
    14. Roggeveen, Anne L. & Grewal, Dhruv & Karsberg, John & Noble, Stephanie M. & Nordfält, Jens & Patrick, Vanessa M. & Schweiger, Elisa & Soysal, Gonca & Dillard, Annemarie & Cooper, Nora & Olson, Richard, 2021. "Forging meaningful consumer-brand relationships through creative merchandise offerings and innovative merchandising strategies," Journal of Retailing, Elsevier, vol. 97(1), pages 81-98.
    15. Hung-pin Shih & Kee-hung Lai & T. C. E. Cheng, 2017. "Constraint-based and dedication-based mechanisms for encouraging online self-disclosure: Is personalization the only thing that matters?," European Journal of Information Systems, Taylor & Francis Journals, vol. 26(4), pages 432-450, July.
    16. Michael Chih-Hung Wang & Ya-Yun Tang, 2018. "Examining the antecedents of sport team brand equity: A dual-identification perspective," Sport Management Review, Taylor & Francis Journals, vol. 21(3), pages 293-306, July.
    17. Brachten, Florian & Kissmer, Tobias & Stieglitz, Stefan, 2021. "The acceptance of chatbots in an enterprise context – A survey study," International Journal of Information Management, Elsevier, vol. 60(C).
    18. Paul M. Leonardi, 2014. "Social Media, Knowledge Sharing, and Innovation: Toward a Theory of Communication Visibility," Information Systems Research, INFORMS, vol. 25(4), pages 796-816, December.
    19. Campbell, Colin & Sands, Sean & Ferraro, Carla & Tsao, Hsiu-Yuan (Jody) & Mavrommatis, Alexis, 2020. "From data to action: How marketers can leverage AI," Business Horizons, Elsevier, vol. 63(2), pages 227-243.
    20. Balaji, M.S. & Roy, Sanjit Kumar & Sadeque, Saalem, 2016. "Antecedents and consequences of university brand identification," Journal of Business Research, Elsevier, vol. 69(8), pages 3023-3032.
    21. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    22. Daniel Belanche & Luis V. Casaló & Carlos Flavián & Jeroen Schepers, 2020. "Service robot implementation: a theoretical framework and research agenda," The Service Industries Journal, Taylor & Francis Journals, vol. 40(3-4), pages 203-225, March.
    23. Andrew Burton-Jones & Detmar W. Straub, 2006. "Reconceptualizing System Usage: An Approach and Empirical Test," Information Systems Research, INFORMS, vol. 17(3), pages 228-246, September.
    24. Belk, Russell W, 1988. "Possessions and the Extended Self," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 15(2), pages 139-168, September.
    25. Portal, Sivan & Abratt, Russell & Bendixen, Michael, 2018. "Building a human brand: Brand anthropomorphism unravelled," Business Horizons, Elsevier, vol. 61(3), pages 367-374.
    26. Fournier, Susan, 1998. "Consumers and Their Brands: Developing Relationship Theory in Consumer Research," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 24(4), pages 343-373, March.
    27. Lichtenstein, Donald R. & Netemeyer, Richard G. & Maxham, James G., 2010. "The Relationships Among Manager-, Employee-, and Customer-Company Identification: Implications For Retail Store Financial Performance," Journal of Retailing, Elsevier, vol. 86(1), pages 85-93.
    28. Li, Meichan & Wang, Rui, 2023. "Chatbots in e-commerce: The effect of chatbot language style on customers’ continuance usage intention and attitude toward brand," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    29. Daniel Belanche & Luis V. Casaló & Carlos Flavián, 2021. "Frontline robots in tourism and hospitality: service enhancement or cost reduction?," Electronic Markets, Springer;IIM University of St. Gallen, vol. 31(3), pages 477-492, September.
    30. Roy, Rajat & Naidoo, Vik, 2021. "Enhancing chatbot effectiveness: The role of anthropomorphic conversational styles and time orientation," Journal of Business Research, Elsevier, vol. 126(C), pages 23-34.
    31. Bagozzi, Richard P, 2000. "On the Concept of Intentional Social Action in Consumer Behavior," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 27(3), pages 388-396, December.
    32. Stokburger-Sauer, Nicola & Ratneshwar, S. & Sen, Sankar, 2012. "Drivers of consumer–brand identification," International Journal of Research in Marketing, Elsevier, vol. 29(4), pages 406-418.
    33. Thomas Davenport & Abhijit Guha & Dhruv Grewal & Timna Bressgott, 2020. "How artificial intelligence will change the future of marketing," Journal of the Academy of Marketing Science, Springer, vol. 48(1), pages 24-42, January.
    34. Chong, Terrence & Yu, Ting & Keeling, Debbie Isobel & de Ruyter, Ko, 2021. "AI-chatbots on the services frontline addressing the challenges and opportunities of agency," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    35. Zabih-Allah Torabi & Ali Shalbafian & Zaheer Allam & Zahed Ghaderi & Beniamino Murgante & Amir Khavarian-Garmsir, 2022. "Enhancing Memorable Experiences, Tourist Satisfaction, and Revisit Intention through Smart Tourism Technologies," Post-Print hal-03997572, HAL.
    36. Raouf Ahmad Rather & Shehnaz Tehseen & Murtaza Hassan Itoo & Shakir Hussain Parrey, 2019. "Customer brand identification, affective commitment, customer satisfaction, and brand trust as antecedents of customer behavioral intention of loyalty: An empirical study in the hospitality sector," Journal of Global Scholars of Marketing Science, Taylor & Francis Journals, vol. 29(2), pages 196-217, April.
    37. Black, J. Stewart & van Esch, Patrick, 2020. "AI-enabled recruiting: What is it and how should a manager use it?," Business Horizons, Elsevier, vol. 63(2), pages 215-226.
    38. Badrinarayanan, Vishag A. & Sierra, Jeremy J. & Martin, Kinnon M., 2015. "A dual identification framework of online multiplayer video games: The case of massively multiplayer online role playing games (MMORPGs)," Journal of Business Research, Elsevier, vol. 68(5), pages 1045-1052.
    39. Elbedweihy, Alaa M. & Jayawardhena, Chanaka & Elsharnouby, Mohamed H. & Elsharnouby, Tamer H., 2016. "Customer relationship building: The role of brand attractiveness and consumer–brand identification," Journal of Business Research, Elsevier, vol. 69(8), pages 2901-2910.
    40. Kolbl, Živa & Arslanagic-Kalajdzic, Maja & Diamantopoulos, Adamantios, 2019. "Stereotyping global brands: Is warmth more important than competence?," Journal of Business Research, Elsevier, vol. 104(C), pages 614-621.
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