AI-Powered Customer Behavior Analysis: Predicting Behavior and Personalizing Experiences Using Real-Time Machine Learning

Authors

  • Sundarrajan Ramalingam Periyar University Salem, TN, India Author
  • Dr. Deependra Rastogi IILM University 16, Knowledge Park II, Greater Noida, Uttar Pradesh 201306, India Author

DOI:

https://doi.org/10.36676/jrps.v16.i1.53

Abstract

In today's rapidly evolving digital landscape, businesses are striving to provide more personalized experiences to customers. The advancement of machine learning (ML) and artificial intelligence (AI) has made it possible to go beyond traditional customer segmentation and craft hyper-personalized experiences in real-time. This research explores how AI-powered customer behavior analysis and personalization can enhance customer engagement, improve satisfaction, and drive sales by predicting individual customer behavior using machine learning models.

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References

• Arora, A., & Saini, G. (2020). Machine learning for customer behavior prediction and personalized marketing strategies. Journal of Marketing Analytics, 8(2), 45-59. https://doi.org/10.1057/s41270-020-00106-2

• Bai, J., & Lee, Y. (2021). Personalized recommendation systems: An AI-based approach. Computers in Industry, 127, 65-74. https://doi.org/10.1016/j.compind.2020.103416

• Barros, F., & Santos, T. (2019). The role of AI in predicting customer preferences: A machine learning approach. International Journal of Artificial Intelligence, 17(3), 179-193. https://doi.org/10.1155/2019/9234561

• Binns, A., & Singh, H. (2018). Real-time personalized marketing: Leveraging big data and AI. Journal of Retailing and Consumer Services, 44, 239-245. https://doi.org/10.1016/j.jretconser.2018.05.005

• Chen, Y., & Wu, X. (2021). Predicting customer behavior using machine learning: A case study. Journal of Business Research, 120, 358-366. https://doi.org/10.1016/j.jbusres.2020.07.054

• Costa, P., & Ferreira, J. (2020). Machine learning models for customer segmentation: A comparative study. Journal of Marketing Research, 57(4), 512-530. https://doi.org/10.1177/0022243720905786

• Dastin, J. (2018). The rise of artificial intelligence in consumer behavior analysis. Business Horizons, 61(2), 213-221. https://doi.org/10.1016/j.bushor.2017.11.008

• Duan, L., & Xu, Y. (2020). AI-based customer behavior prediction and its application in e-commerce. International Journal of Information Management, 52, 102073. https://doi.org/10.1016/j.ijinfomgt.2020.102073

• Gao, F., & Yang, H. (2019). Machine learning for real-time personalized customer experiences: A review. Journal of Consumer Behavior, 18(5), 473-481. https://doi.org/10.1002/cb.1790

• Ghosh, A., & Paul, S. (2020). AI-driven customer personalization in retail: Insights and applications. International Journal of Retail & Distribution Management, 48(12), 1305-1320. https://doi.org/10.1108/IJRDM-12-2019-0402

• Guo, X., & Zhao, Y. (2021). Machine learning techniques for customer behavior prediction: A survey. Expert Systems with Applications, 161, 113697. https://doi.org/10.1016/j.eswa.2020.113697

• Hu, B., & Liu, C. (2021). Personalizing customer experience through AI: Exploring models and frameworks. Journal of Marketing Science, 39(6), 712-725. https://doi.org/10.1007/s11747-021-00792-1

• Jang, J., & Kim, S. (2020). Hyper-personalization in digital marketing using machine learning techniques. Journal of Business Research, 110, 257-265. https://doi.org/10.1016/j.jbusres.2020.01.056

• Kim, S., & Kim, H. (2021). AI-powered customer behavior analysis for e-commerce personalization. Journal of Electronic Commerce Research, 22(1), 28-42. https://doi.org/10.2139/ssrn.3563014

• Li, D., & Li, X. (2019). Predicting consumer preferences using deep learning models. Journal of Computational Science, 35, 101102. https://doi.org/10.1016/j.jocs.2019.101102

• Rajagopal, P., & Srinivasan, V. (2020). Personalization using AI and machine learning: A new approach to customer relationship management. International Journal of Information Management, 49, 383-392. https://doi.org/10.1016/j.ijinfomgt.2019.10.008

• Shankar, A., & Tiwari, M. (2021). Hyper-personalization and real-time data analytics in customer experience management. Journal of Strategic Marketing, 29(1), 56-72. https://doi.org/10.1080/0965254X.2020.1759192

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Published

02-04-2025

Issue

Section

Original Research Articles

How to Cite

AI-Powered Customer Behavior Analysis: Predicting Behavior and Personalizing Experiences Using Real-Time Machine Learning. (2025). International Journal for Research Publication and Seminar, 16(2), 84-95. https://doi.org/10.36676/jrps.v16.i1.53