Needed. Because the consumer buying behavior of e-commerce live broadcast in the big data environment may be affected by multiple factors, such as live broadcast content, marketing activities, product quality, personal characteristics of consumers, etc., the role of the relationship between these factors is more complex, and empirical analysis is needed to explore the relationship between them.