Structured, analytical, and conversational interview emphasizing problem-solving, data intuition, stakeholder communication, ethical judgment, business impact, clear reasoning, collaborative mindset, behavioral depth, technical rigor, real-world cases, and thoughtful follow-up questions discussion.