question: How does consumer behavior pattern analysis contribute to the effectiveness of digital marketing campaigns?
answer: Consumer behavior pattern analysis provides insights into how, when, and why consumers interact with digital marketing content. These insights can be used to refine campaign strategies, enhance personalization, and ultimately improve conversion rates and customer loyalty.