Abstract

Consumer behavior analysis is a cornerstone of modern marketing and business strategy. In today's data-rich environment, businesses have access to unprecedented data about their customers. This wealth of data presents both challenges and opportunities. Machine learning, a subset of artificial intelligence, has emerged as a powerful tool for businesses to understand, predict, and optimize consumer behavior . This essay explores the application of machine learning algorithms in consumer behavior analysis, delving into the methods, benefits, challenges, and future directions in this dynamic field. By comprehensively examining relevant literature, case studies, and real-world examples, this research aims to provide a deep understanding of how machine learning is transforming the landscape of consumer behavior analysis.

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