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Rapport with a chatbot? The underlying role of anthropomorphism in socio-cognitive perceptions of rapport and e-word of mouth

Author

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  • Kayeser Fatima, Johra
  • Khan, Md Irfanuzzaman
  • Bahmannia, Somayeh
  • Chatrath, Sarvjeet Kaur
  • Dale, Naomi F.
  • Johns, Raechel

Abstract

This study examines the impact of rapport with chatbots on electronic word of mouth (e-WOM), in the first phase, by considering several antecedents including anthropomorphism. In the second phase, deeper insights are provided into the moderated mediation role of rapport and the moderated moderation effect of value creation and hedonic motivation on e-WOM engagement. With tourism services as the research context, a survey was conducted among 257 visitors from three countries (China, India and New Zealand), selected due to their diverse cultural backgrounds and higher number of inbound visitors to Australia. The partial least squares method was used for data analysis along with multi-group analysis. Findings report the positive role of anthropomorphism in developing rapport with chatbots in digital interactions. Interestingly, rapport had the highest moderated mediation impact in the data from China followed by the data from India. The moderated moderation impact of hedonic motivation was only significant in the data from China, whereas value creation was a significant moderator in the data from both China and New Zealand. The study extends social exchange theory in a human–chatbot or artificial intelligence (AI) interaction context with cultural implications. The findings are useful for organizations relying on customer rapport with AI-based chatbots to ensure long-term customer service through digital interactions.

Suggested Citation

  • Kayeser Fatima, Johra & Khan, Md Irfanuzzaman & Bahmannia, Somayeh & Chatrath, Sarvjeet Kaur & Dale, Naomi F. & Johns, Raechel, 2024. "Rapport with a chatbot? The underlying role of anthropomorphism in socio-cognitive perceptions of rapport and e-word of mouth," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
  • Handle: RePEc:eee:joreco:v:77:y:2024:i:c:s0969698923004174
    DOI: 10.1016/j.jretconser.2023.103666
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    as
    1. Di Mascio, Rita & Fatima, Johra, 2018. "The role of identification in frontline employee decision-making," Journal of Retailing and Consumer Services, Elsevier, vol. 43(C), pages 131-138.
    2. Robert J. Fisher & Laurette Dub, 2005. "Gender Differences in Responses to Emotional Advertising: A Social Desirability Perspective," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 31(4), pages 850-858, March.
    3. Park, Jin Yong & Kim, Changju, 2023. "The role of organizational justice and social interaction in mitigating the negative effects of high-performance member retailers on strategic integration," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    4. Badgaiyan, Anant Jyoti & Verma, Anshul, 2015. "Does urge to buy impulsively differ from impulsive buying behaviour? Assessing the impact of situational factors," Journal of Retailing and Consumer Services, Elsevier, vol. 22(C), pages 145-157.
    5. Assiouras, Ioannis & Skourtis, George & Giannopoulos, Antonios & Buhalis, Dimitrios & Koniordos, Michalis, 2019. "Value co-creation and customer citizenship behavior," Annals of Tourism Research, Elsevier, vol. 78(C), pages 1-1.
    6. Cheah, Jun-Hwa & Amaro, Suzanne & Roldán, José L., 2023. "Multigroup analysis of more than two groups in PLS-SEM: A review, illustration, and recommendations," Journal of Business Research, Elsevier, vol. 156(C).
    7. Nicholas Epley, 2018. "A Mind like Mine: The Exceptionally Ordinary Underpinnings of Anthropomorphism," Journal of the Association for Consumer Research, University of Chicago Press, vol. 3(4), pages 591-598.
    8. Peng Hu & Yaobin Lu & Yeming Gong, 2021. "Dual humanness and trust in conversational AI : A person-centered approach," Post-Print hal-03598766, HAL.
    9. Kumar Rakesh Ranjan & Stuart Read, 2016. "Value co-creation: concept and measurement," Journal of the Academy of Marketing Science, Springer, vol. 44(3), pages 290-315, May.
    10. Seo Young Kim & Bernd H. Schmitt & Nadia M. Thalmann, 2019. "Eliza in the uncanny valley: anthropomorphizing consumer robots increases their perceived warmth but decreases liking," Marketing Letters, Springer, vol. 30(1), pages 1-12, March.
    11. Filieri, Raffaele & Alguezaui, Salma & McLeay, Fraser, 2015. "Why do travelers trust TripAdvisor? Antecedents of trust towards consumer-generated media and its influence on recommendation adoption and word of mouth," Tourism Management, Elsevier, vol. 51(C), pages 174-185.
    12. Markus Blut & Cheng Wang & Nancy V. Wünderlich & Christian Brock, 2021. "Understanding anthropomorphism in service provision: a meta-analysis of physical robots, chatbots, and other AI," Journal of the Academy of Marketing Science, Springer, vol. 49(4), pages 632-658, July.
    13. Sreen, Naman & Purbey, Shankar & Sadarangani, Pradip, 2018. "Impact of culture, behavior and gender on green purchase intention," Journal of Retailing and Consumer Services, Elsevier, vol. 41(C), pages 177-189.
    14. Zhu, Jun & Ho, Kung-Cheng & Luo, Sijia & Peng, Langchuan, 2023. "Pandemic and tax avoidance: Cross-country evidence," Economic Modelling, Elsevier, vol. 124(C).
    15. Sarstedt, Marko & Hair, Joseph F. & Ringle, Christian M. & Thiele, Kai O. & Gudergan, Siegfried P., 2016. "Estimation issues with PLS and CBSEM: Where the bias lies!," Journal of Business Research, Elsevier, vol. 69(10), pages 3998-4010.
    16. Pantano, Eleonora & Pizzi, Gabriele, 2020. "Forecasting artificial intelligence on online customer assistance: Evidence from chatbot patents analysis," Journal of Retailing and Consumer Services, Elsevier, vol. 55(C).
    17. Casper Ferm, Lars-Erik & Thaichon, Park, 2021. "Customer pre-participatory social media drivers and their influence on attitudinal loyalty within the retail banking industry: A multi-group analysis utilizing social exchange theory," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    18. Macintosh, Gerrard, 2009. "Examining the antecedents of trust and rapport in services: Discovering new interrelationships," Journal of Retailing and Consumer Services, Elsevier, vol. 16(4), pages 298-305.
    19. Liu, Xing (Stella) & Yi, Xiao (Shannon) & Wan, Lisa C., 2022. "Friendly or competent? The effects of perception of robot appearance and service context on usage intention," Annals of Tourism Research, Elsevier, vol. 92(C).
    20. Tussyadiah, Iis P. & Zach, Florian J. & Wang, Jianxi, 2020. "Do travelers trust intelligent service robots?," Annals of Tourism Research, Elsevier, vol. 81(C).
    21. Zhang, Xiang & Chen, Rongqiu, 2008. "Examining the mechanism of the value co-creation with customers," International Journal of Production Economics, Elsevier, vol. 116(2), pages 242-250, December.
    22. Gutierrez, Anabel & Punjaisri, Khanyapuss & Desai, Bhavini & Syed Alwi, Sharifah Faridah & O'Leary, Simon & Chaiyasoonthorn, Wornchanok & Chaveesuk, Singha, 2023. "Retailers, don't ignore me on social media! The importance of consumer-brand interactions in raising purchase intention - Privacy the Achilles heel," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    23. Lin Li & Kyung Young Lee & Emmanuel Emokpae & Sung-Byung Yang, 2021. "What makes you continuously use chatbot services? Evidence from chinese online travel agencies," Electronic Markets, Springer;IIM University of St. Gallen, vol. 31(3), pages 575-599, September.
    24. 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).
    25. Chuah, Stephanie Hui-Wen & Yu, Joanne, 2021. "The future of service: The power of emotion in human-robot interaction," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    26. Hsu, Chin-Lung & Lin, Judy Chuan-Chuan, 2023. "Understanding the user satisfaction and loyalty of customer service chatbots," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    27. Gursoy, Dogan & Chi, Oscar Hengxuan & Lu, Lu & Nunkoo, Robin, 2019. "Consumers acceptance of artificially intelligent (AI) device use in service delivery," International Journal of Information Management, Elsevier, vol. 49(C), pages 157-169.
    28. Fong, John & Burton, Suzan, 2008. "A cross-cultural comparison of electronic word-of-mouth and country-of-origin effects," Journal of Business Research, Elsevier, vol. 61(3), pages 233-242, March.
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    3. Shahzad, Muhammad Farrukh & Xu, Shuo & An, Xin & Javed, Iqra, 2024. "Assessing the impact of AI-chatbot service quality on user e-brand loyalty through chatbot user trust, experience and electronic word of mouth," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    4. Levy, Shalom & Gvili, Yaniv, 2024. "Self as source: The interplay of sharing eWOM with consumer engagement and incentive acceptance," Journal of Retailing and Consumer Services, Elsevier, vol. 80(C).

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