With over 12 years of experience across global banking leaders like Bank of America and Citi, I specialize in the high-stakes intersection of Data Science, Fraud Risk Management, and Early Warning systems. Throughout my career, I’ve led teams to build early-warning frameworks and ML-based models that have prevented millions of dollars in losses. My expertise lies in translating complex transactional data into actionable risk insights within highly regulated, audit-ready environments. Why connect with me? I’m here to help aspiring data scientists and analytics professionals navigate the complexities of the banking industry and modern tech stacks. I can help you with: • Career Transitions: Moving into Data Science or Fraud Analytics from other domains. • Tech Stack & Evolution: Transitioning through legacy systems and modern frameworks used in the Banking Industry. • Banking Domain Expertise: Understanding Risk Discovery, PII Handling, and Audit Readiness. • Interview Preparation: How to crack analytics roles at Top-Tier Global Banks. • Leadership & Management: Scaling from a contributor to a Senior Manager/Lead role.