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I Am ChatGPT, the ultimate AI Chatbot! Investigating the determinants of users' loyalty and ethical usage concerns of ChatGPT

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  • Niu, Ben
  • Mvondo, Gustave Florentin Nkoulou

Abstract

This research aims to explore the determinants of users' satisfaction and loyalty towards ChatGPT while also investigating ethical concerns related to the usage of the artificial intelligence (AI) chatbot. For this purpose, the study develops a framework based on five models and theories (information system success, technology acceptance model, affinity theory, coolness theory, and posthumanism) as well as other important constructs (user ethical perceptions and user ethical beliefs). Analysis of data collected from 456 actual ChatGPT users in the US reveals several key findings. First, information quality significantly and positively affects users' satisfaction, perceived usefulness, and coolness. Second, perceived usefulness, coolness, technology affinity, and posthuman ability also have a positive impact on users' satisfaction, which subsequently influences their loyalty to the AI chatbot. Furthermore, the findings demonstrate that user ethical perceptions and beliefs negatively moderate the relationship between satisfaction and loyalty. The main implication of this research is that brand managers and programmers should regularly assess the chatbot's performance to ensure that the information provided is relevant, reliable, concise, and delivered promptly. This is because users highly value the quality of information delivered by the AI chatbot. Additionally, they should prioritize the ethical aspect, as it directly influences users' satisfaction and loyalty towards the chatbot services.

Suggested Citation

  • Niu, Ben & Mvondo, Gustave Florentin Nkoulou, 2024. "I Am ChatGPT, the ultimate AI Chatbot! Investigating the determinants of users' loyalty and ethical usage concerns of ChatGPT," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    • Handle: RePEc:eee:joreco:v:76:y:2024:i:c:s0969698923003132
    DOI: 10.1016/j.jretconser.2023.103562
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    1. Song, Mengmeng & Xing, Xinyu & Duan, Yucong & Cohen, Jason & Mou, Jian, 2022. "Will artificial intelligence replace human customer service? The impact of communication quality and privacy risks on adoption intention," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    2. Nadeem, Waqar & Juntunen, Mari & Shirazi, Farid & Hajli, Nick, 2020. "Consumers’ value co-creation in sharing economy: The role of social support, consumers’ ethical perceptions and relationship quality," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    3. Arghashi, Vahideh & Yuksel, Cenk Arsun, 2022. "Interactivity, Inspiration, and Perceived Usefulness! How retailers’ AR-apps improve consumer engagement through flow," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    4. Hausvik, Geir Inge & Thapa, Devinder & Munkvold, Bjørn Erik, 2021. "Information quality life cycle in secondary use of EHR data," International Journal of Information Management, Elsevier, vol. 56(C).
    5. Millissa F. Y. Cheung & W. M. To, 2021. "The Effect of Consumer Perceptions of the Ethics of Retailers on Purchase Behavior and Word-of-Mouth: The Moderating Role of Ethical Beliefs," Journal of Business Ethics, Springer, vol. 171(4), pages 771-788, July.
    6. Pop, Rebeka-Anna & Hlédik, Erika & Dabija, Dan-Cristian, 2023. "Predicting consumers' purchase intention through fast fashion mobile apps: The mediating role of attitude and the moderating role of COVID-19," Technological Forecasting and Social Change, Elsevier, vol. 186(PA).
    7. 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).
    8. Reinikainen, Hanna & Tan, Teck Ming & Luoma-aho, Vilma & Salo, Jari, 2021. "Making and breaking relationships on social media: the impacts of brand and influencer betrayals," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    9. Selamat, Moch Akbar & Windasari, Nila Armelia, 2021. "Chatbot for SMEs: Integrating customer and business owner perspectives," Technology in Society, Elsevier, vol. 66(C).
    10. Chiu, Chao-Min & Cheng, Hsiang-Lan & Huang, Hsin-Yi & Chen, Chieh-Fan, 2013. "Exploring individuals’ subjective well-being and loyalty towards social network sites from the perspective of network externalities: The Facebook case," International Journal of Information Management, Elsevier, vol. 33(3), pages 539-552.
    11. Sarkar, Subhro & Chauhan, Sumedha & Khare, Arpita, 2020. "A meta-analysis of antecedents and consequences of trust in mobile commerce," International Journal of Information Management, Elsevier, vol. 50(C), pages 286-301.
    12. Chin-Lung Hsu & Judy Chuan-Chuan Lin, 2020. "Understanding continuance intention to use online to offline (O2O) apps," Electronic Markets, Springer;IIM University of St. Gallen, vol. 30(4), pages 883-897, December.
    13. Mamonov, Stanislav & Koufaris, Marios, 2020. "Fulfillment of higher-order psychological needs through technology: The case of smart thermostats," International Journal of Information Management, Elsevier, vol. 52(C).
    14. Nan, Dongyan & Lee, Haein & Kim, Yerin & Kim, Jang Hyun, 2022. "My video game console is so cool! A coolness theory-based model for intention to use video game consoles," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    15. Tran, Anh D. & Pallant, Jason I. & Johnson, Lester W., 2021. "Exploring the impact of chatbots on consumer sentiment and expectations in retail," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    16. Liu, Chung-Tzer & Guo, Yi Maggie & Lee, Chia-Hui, 2011. "The effects of relationship quality and switching barriers on customer loyalty," International Journal of Information Management, Elsevier, vol. 31(1), pages 71-79.
    17. 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).
    18. Torres, Russell & Sidorova, Anna, 2019. "Reconceptualizing information quality as effective use in the context of business intelligence and analytics," International Journal of Information Management, Elsevier, vol. 49(C), pages 316-329.
    19. Chung, Minjee & Ko, Eunju & Joung, Heerim & Kim, Sang Jin, 2020. "Chatbot e-service and customer satisfaction regarding luxury brands," Journal of Business Research, Elsevier, vol. 117(C), pages 587-595.
    20. Kumar, Prashant & Utkarsh,, 2023. "Effects of in-store information quality and store credibility on consumer engagement in green retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    21. 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.
    22. Zhong, Junying & Chen, Tiao, 2023. "Antecedents of mobile payment loyalty: An extended perspective of perceived value and information system success model," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    23. Sven Laumer & Christian Maier & Tim Weitzel, 2017. "Information quality, user satisfaction, and the manifestation of workarounds: a qualitative and quantitative study of enterprise content management system users," European Journal of Information Systems, Taylor & Francis Journals, vol. 26(4), pages 333-360, July.
    24. Mvondo, Gustave Florentin Nkoulou & Jing, Fengjie & Hussain, Khalid, 2023. "What's in the box? Investigating the benefits and risks of the blind box selling strategy," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    25. Chokri Kooli, 2023. "Chatbots in Education and Research: A Critical Examination of Ethical Implications and Solutions," Sustainability, MDPI, vol. 15(7), pages 1-15, March.
    26. Edward Shih-Tse Wang & Ruenn-Lien Lin, 2017. "Perceived quality factors of location-based apps on trust, perceived privacy risk, and continuous usage intention," Behaviour and Information Technology, Taylor & Francis Journals, vol. 36(1), pages 2-10, January.
    27. Kim, Changsu & Oh, Eunhae & Shin, Namchul & Chae, Myungsin, 2009. "An empirical investigation of factors affecting ubiquitous computing use and U-business value," International Journal of Information Management, Elsevier, vol. 29(6), pages 436-448.
    28. ., 2023. "Why do you need to know your objective before you fail to achieve it?," Chapters, in: Taking the Fear Out of Data Analysis, chapter 5, pages 59-69, Edward Elgar Publishing.
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    Cited by:

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    3. Yoo, Jungmin, 2024. "Can consumer engagement on social media affect brand extension success? The case of luxury fashion brands and restaurants," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).

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