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In the age of data-driven decision-making, understanding the return on investment (ROI) of personalized marketing initiatives is crucial for companies aiming to optimize their marketing strategies and achieve competitive advantages. Personalized marketing refers to the tailoring of messages and choices to individual customers primarily based on their preferences, behaviors, and previous interactions. As companies invest …

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