During the Analysis Phase, Business Analysts (BAs) play a vital role by eliciting, analyzing, and modeling requirements. They lead workshops, identify gaps, and ensure stakeholder sign-off, producing key deliverables like the Business Requirements Document (BRD) and Functional Requirements Specification (FRS).