References
Abinabo, P., Nuhu Shagari, J., & Mashi, M. S. (2025). Impact of artificial intelligence on customer engagement from selected banks in Abuja metropolis, Nigeria: A mediating role of personalization. International Journal of Business Sustainability, 1(2). https://doi.org/10.25299/ijbs.2025.22584 Alghaswyneh, O. F. M. (2025). Exploring the impact of AI-driven personalization on consumer engagement in digital marketing. Management, 29(1). Bashynska, I. (2023). AI-driven personalization in advertising: Transforming consumer engagement through sustainability and circular economy. Scientific Journal of Bielsko- Biala School of Finance and Law, 27(4), 106–112. https://doi.org/10.19192/wsfip.sj4.2023.15 Beyari, H., & Hashem, T. (2025). The role of artificial intelligence in personalizing social media marketing strategies for enhanced customer experience. Behavioral Sciences, 15(5), 700. Bhojwani, R., Paul, J., & Srivastava, R. (2026). Role of artificial intelligence on consumer buying behavior: The dual effects of AI-enabled features on decision-making and trust. Journal of Research in Interactive Marketing, 1–19. https://doi.org/10.1108/JRIM-11-2025-0702 Boakye, C., Sarfo, B. K. O., Gyimah, W. A., Boakye, S., & Owusu-Mensah, D. (2025). Optimizing digital marketing strategies through AI-driven personalization: Analyzing consumer behaviour and engagement across multichannel platforms, 12(3). Chen, Y., Prentice, C., Weaven, S., & Hisao, A. (2022). The influence of customer trust and artificial intelligence on customer engagement and loyalty: The case of the home-sharing industry. Frontiers in Psychology, 13, 912339. https://doi.org/10.3389/fpsyg.2022.912339 Etuk, E. J., Akpan, E. E., & Awah, N. S. (2025). Customer engagement in digital environments: The role of AI personalization. African Journal of Business and Economic Research, 20(1), 112–130. Feng, Y. (2023). Enhancing e-commerce recommendation systems through approach of buyer’s self-construal: Necessity, theoretical ground, synthesis of a six-step model, and research agenda. Frontiers in Artificial Intelligence, 6, 1167735. https://doi.org/10.3389/frai.2023.1167735 Jayapal, J. (2025). Unveiling the impact of AI-driven personalization on customer loyalty in online shopping: The moderating effects of privacy concerns. Journal of Promotion Management, 31(5), 865–894. https://doi.org/10.1080/10496491.2025.2525099 Kukreti, A., & Yadav, R. (2025). Development of AI marketing activity scale . Journal of Business Research, 170, 89–104. Kukreti, R., & Yadav, M. (2026). Engaging with intelligence: AIMA scale for artificial intelligence marketing activities in e-commerce. Journal of Retailing and Consumer Services, 91, 104725. https://doi.org/10.1016/j.jretconser.2026.104725 Kumar, G., Devayani, G., Saraswathi, C., Kani, R. M., Dongre, S., & Mallick, M. S. (2025). Exploring consumer behavior in e-commerce with AI personalization and market trends analysis models. Proceedings of ICICACS 2025. Kumar, V., Gupta, S., & Sharma, A. (2025). Behavioral modeling and AI personalization: Implications for customer engagement. Journal of Marketing Analytics, 13(1), 22–39. Madane, M., & Azeroual, O. (2025). Perceived intrusiveness and privacy concerns in AI-driven personalization systems. Information Systems Frontiers, 27(2), 455–472. Mathur, A., & Tripathi, R. (2025). AI-driven personalization and its impact on digital marketing and consumer engagement. Journal of Digital Marketing and Analytics, 12(2), 45–62. Mathur, P., & Tripathi, S. (2025). AI technologies and digital marketing strategies. Journal of Marketing Theory and Practice, 33(1), 12–28. Misra, R. R., Kapoor, S., & Sanjeev, M. A. (2024). The impact of personalisation algorithms on consumer engagement and purchase behaviour in AI-enhanced virtual shopping assistants. Research Square. https://doi.org/10.21203/rs.3.rs-3970797/v1 Moqaddem, O. (2025). Investigating the impact of artificial intelligence on personalization and customer engagement in intelligent marketing strategies. European Journal of Management and Marketing Studies, 10(1), 34–46. https://doi.org/10.46827/ejmms.v10i1.1922 Oke, T. T., Afolayan, A. F., Ramachandran, T., Raji, M. A., & Olodo, H. B. (2024). Factors influencing the adoption and intensity of use of AI chatbots for online purchasing in Nigeria. International Journal of Scientific Research Updates, 7(1), 37 – 46. Okwudiri, C. N., Chikwesiri, E., Okudo, J., & Chikwesiri, U. (2025). AI-driven personalization and customer engagement in digital commerce. Journal of Emerging Technologies in Business, 9(3), 88–105. Okwudiri, C. N., Chikwesiri, E., Okudo, J., & Chikwesiri, U. (2026). Artificial intelligence and digital marketing transformation: A personalization perspective. Journal of Digital Economy, 10(1), 1–18. Putra, J. E., & Prabowo, B. (2025). The effect of utilizing AI chatbot and recommendation system on customer satisfaction and retention in local marketplace in Bandung. West Science Social and Humanities Studies, 3(1). https://doi.org/10.58812/wsshs.v3i01.1651 Rajput, A., Gandhi, A., Jaiwani, M., Gopalkrishnan, S., & Singh, S. (2025). Influencer marketing redefined: The era of AI-powered personalization. Rajput, A., Jaiwani, M., Singh, S., Gandhi, A., & Gopalkrishnan, S. (2024). Influencer marketing redefined: The era of AI-powered personalization. In 2024 International Seminar on Application for Technology of Information and Communication (iSemantic) (pp. 482–488). https://doi.org/10.1109/iSemantic63362.2024.10762409 Rajput, N., Singh, R., & Kaur, P. (2024). AI-powered personalization in influencer marketing: Effects on engagement and purchase intention. Journal of Interactive Advertising, 24(2), 89–105. Sameena, S., Javali, G., Srilakshmi, N., Jhansi, M., & Sultana, S. (2025). Personalized product recommendation system for e-commerce platforms. ITM Web of Conferences, 74, 03012. https://doi.org/10.1051/itmconf/20257403012 Tandon, A., Dhir, A., Islam, A. N., & Mäntymäki, M. (2020). Psychological and behavioral outcomes of social media use: A systematic review. Telematics and Informatics, 54, 101– 132. Teepapal, T. (2024). AI personalization, trust, and perceived usefulness: An S-O-R framework approach to customer engagement in social media marketing. Journal of Interactive Marketing, 58, 101–118. Turki, M. (2024). AI personalization and consumer spending behavior. Journal of Retailing and Consumer Services, 71, 103–120. Wasilewski, A., Chawla, Y., & Pralat, E. (2025). Enhanced e-commerce personalization through AI-powered content generation tools. IEEE Access, 13, 48083–48095. https://doi.org/10.1109/ACCESS.2025.3550956 Yeriko, F., & Caesar, L. A. Y. (2025). The impact of AI-based personalization services on customer experience, customer satisfaction, and customer loyalty in e-commerce. In 2025 13th International Conference on Cyber and IT Service Management (pp. 1–6). https://doi.org/10.1109/CITSM67730.2025.11291543 Yin, D., Li, H., & Zhang, Y. (2025). AI personalization, consumer immersion, and clicking intentions: A multi-method study in e-commerce. Electronic Commerce Research and Applications, 62, 101345. Yuan, Z., Yuan, A. J., Wang, Y., & Sun, T. (2025). How recommendation affects customer search: A field experiment. Information Systems Research, 36(1), 84–106. https://doi.org/10.1287/isre.2022.0294 Zaheer, A., Sadiq, A., & Safi, N. (2025). AI in Service Industries: Effects on Customer Satisfaction, Mediated by Service Quality, and Moderated by Customer Trust. Journal of Social Sciences and Humanities, 2(3), 51–73. https://doi.org/10.62810/jssh.v2i3.82
