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, 2004 RFM analysis with Data Mining Vasiliy Angeles University of Paras Department of Computer Engineering and Informatics Rio, Paras, Greece Vasiliy. Angeles egnatiabank.gr Abstract RFM (Recency,
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RFM analysis is a marketing technique used to analyze customer behavior based on three factors: Recency, Frequency, and Monetary value. It helps businesses identify their most valuable customers and tailor marketing efforts accordingly.
RFM analysis is not a regulatory requirement but a marketing strategy used by businesses to improve customer segmentation and targeting. Therefore, any business interested in optimizing marketing efforts can choose to perform RFM analysis with data.
To conduct RFM analysis, businesses can follow these steps: 1. Identify the data source such as customer purchase history. 2. Assign numeric values to the recency, frequency, and monetary factors. 3. Segment customers based on these values. 4. Analyze each segment's behavior and preferences. 5. Develop targeted marketing strategies for each segment.
The purpose of RFM analysis with data is to gain insights into customer behavior and preferences. It helps businesses identify their most valuable customers, understand their needs, and develop targeted marketing strategies to increase customer satisfaction, loyalty, and sales.
RFM analysis requires data on customer transactions, including purchase dates, order frequencies, and monetary value of purchases. Additional data such as customer demographics or product preferences can also be considered to enhance segmentation and targeting.
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