Common challenges in applying RFM (Recency, Frequency, Monetary) analysis include data collection and quality, determining the right thresholds for segmentation, and integrating RFM results with other marketing strategies. Overcoming these challenges involves ensuring accurate and comprehensive data collection, using statistical methods to determine segmentation thresholds, and aligning RFM results with overall business goals and strategies.
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