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Consumer reactions to chatbot versus human service: An investigation in the role of outcome valence and perceived empathy

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  • Markovitch, Dmitri G.
  • Stough, Rusty A.
  • Huang, Dongling

Abstract

Service outcome valence is a prominent contextual factor that has been under-researched in studies of consumer response to automated service-givers. We investigate whether consumers respond differently to chatbot and human customer service when faced with positive versus negative service outcomes. We also explore the role of perceived empathy as a potential mediator in the focal relationship. 714 individuals participated in three studies based on the vignette method. Study participants reported significantly lower satisfaction, repatronage intentions, recommendation acceptance, and recommending the provider to others following interactions with a chatbot compared with a human agent in both positive and negative service outcome conditions. The effect was fully mediated by the service-giver's perceived empathy. Increasing a chatbot's perceived empathy via more empathetic communication (but not human-like appearance) improved consumer evaluations of chatbot service relative to a less empathetic chatbot configuration and matched evaluations of the human agent. A fourth study involved a quasi-experiment in which 100 individuals interacted with ChatGPT to obtain medical advice. This study corroborated our conclusions about the impact of perceived empathy on consumers' service experience and provider ratings.

Suggested Citation

  • Markovitch, Dmitri G. & Stough, Rusty A. & Huang, Dongling, 2024. "Consumer reactions to chatbot versus human service: An investigation in the role of outcome valence and perceived empathy," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    • Handle: RePEc:eee:joreco:v:79:y:2024:i:c:s0969698924001437
    DOI: 10.1016/j.jretconser.2024.103847
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    as
    1. Lourenço, Carlos Eduardo & Hair, Joseph F. & Zambaldi, Felipe & Ponchio, Mateus Canniatti, 2022. "Consumer brand engagement concept and measurement: Toward a refined approach," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    2. Huang, Dongling & Markovitch, Dmitri G. & Stough, Rusty A., 2024. "Can chatbot customer service match human service agents on customer satisfaction? An investigation in the role of trust," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    3. Delpechitre, Duleeep & Beeler-Connelly, Lisa L. & Chaker, Nawar N., 2018. "Customer value co-creation behavior: A dyadic exploration of the influence of salesperson emotional intelligence on customer participation and citizenship behavior," Journal of Business Research, Elsevier, vol. 92(C), pages 9-24.
    4. Yu, Joanne & Dickinger, Astrid & So, Kevin Kam Fung & Egger, Roman, 2024. "Artificial intelligence-generated virtual influencer: Examining the effects of emotional display on user engagement," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    5. Michael D. Clemes & Gregory J. Brush & Mark J. Collins, 2011. "Analysing the professional sport experience: A hierarchical approach," Sport Management Review, Taylor & Francis Journals, vol. 14(4), pages 370-388, October.
    6. Wang, Cuicui & Li, Yiyang & Fu, Weizhong & Jin, Jia, 2023. "Whether to trust chatbots: Applying the event-related approach to understand consumers’ emotional experiences in interactions with chatbots in e-commerce," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
    7. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    8. Li, Chia-Ying & Zhang, Jin-Ting, 2023. "Chatbots or me? Consumers’ switching between human agents and conversational agents," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    9. Rese, Alexandra & Ganster, Lena & Baier, Daniel, 2020. "Chatbots in retailers’ customer communication: How to measure their acceptance?," Journal of Retailing and Consumer Services, Elsevier, vol. 56(C).
    10. Prentice, Dr Catherine, 2019. "Managing service encounters with emotional intelligence," Journal of Retailing and Consumer Services, Elsevier, vol. 51(C), pages 344-351.
    11. Maduku, Daniel K., 2024. "How environmental concerns influence consumers’ anticipated emotions towards sustainable consumption: The moderating role of regulatory focus," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    12. 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).
    13. Li, Sixian & Peluso, Alessandro M. & Duan, Jinyun, 2023. "Why do we prefer humans to artificial intelligence in telemarketing? A mind perception explanation," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    14. 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.
    15. Gerlach, Gisela & Rödiger, Kai & Stock, Ruth & Zacharias, Nicolas, 2016. "Salespersons’ Empathy as a Missing Link in the Customer Orientation–Loyalty Chain: An Investigation of Drivers and Age Differences as a Contingency," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 84780, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    16. Jan, Ihsan Ullah & Ji, Seonggoo & Kim, Changju, 2023. "What (de) motivates customers to use AI-powered conversational agents for shopping? The extended behavioral reasoning perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    17. 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).
    18. Kaur, Puneet & Talwar, Shalini & Islam, Nazrul & Salo, Jari & Dhir, Amandeep, 2022. "The effect of the valence of forgiveness to service recovery strategies and service outcomes in food delivery apps," Journal of Business Research, Elsevier, vol. 147(C), pages 142-157.
    19. Dogerlioglu-Demir, Kivilcim & Ng, Andy H. & Koçaş, Cenk, 2023. "Gracefully yours: Would snap judgments of one's subtle graceful movements lead to inferences about their emotional intelligence?," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    20. Zhang, Yaqiong & Wang, Shifu, 2023. "The influence of anthropomorphic appearance of artificial intelligence products on consumer behavior and brand evaluation under different product types," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).
    21. Clemes, Michael D. & Brush, Gregory J. & Collins, Mark J., 2011. "Analysing the professional sport experience: A hierarchical approach," Sport Management Review, Elsevier, vol. 14(4), pages 370-388.
    22. Xu, Yingzi & Shieh, Chih-Hui & van Esch, Patrick & Ling, I-Ling, 2020. "AI customer service: Task complexity, problem-solving ability, and usage intention," Australasian marketing journal, Elsevier, vol. 28(4), pages 189-199.
    23. Gerlach, Gisela & Rödiger, Kai & Stock, Ruth & Zacharias, Nicolas, 2016. "Salespersons’ Empathy as a Missing Link in the Customer Orientation—Loyalty Chain: An Investigation of Drivers and Age Differences as a Contingency," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 84727, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    24. 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).
    25. Kirshner, Samuel N., 2024. "GPT and CLT: The impact of ChatGPT's level of abstraction on consumer recommendations," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    26. 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).
    27. Miguel Orden-Mejía & Assumpció Huertas, 2022. "Analysis of the attributes of smart tourism technologies in destination chatbots that influence tourist satisfaction," Current Issues in Tourism, Taylor & Francis Journals, vol. 25(17), pages 2854-2869, September.
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