Maqola

The impact of hyper-personalization on modern CRM systems

Najimova Baxtigul Abdilkasim qiziKarakalpak State University named after Berdakh Economics faculty, Department of fundamentals of Management and Economics, majoring in Marketing

Zenodo (CERN European Organization for Nuclear Research)repository2026uz

ABI

Annotatsiya

This article explores the transformative role of hyper-personalization within modern Customer Relationship Management (CRM) systems. As traditional marketing reaches its limits, the integration of Artificial Intelligence and real-time data analytics allows for a shift from static segmentation to dynamic, individual-centric engagement. The study examines the technical pillars of hyper-personalization—including data collection loops and predictive behavior analysis—while highlighting the empirical benefits such as increased ROI and enhanced customer loyalty. Finally, it addresses the strategic necessity of adopting these technologies to maintain competitive advantage in the 2026 digital landscape.

Mavzular

Consumer Retail Behavior Studies Customer churn and segmentation AI in Service Interactions

Identifikatorlar

DOI: 10.5281/zenodo.20038867

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