Hi, I’m Balaji. 👋 I am currently a Data Scientist at Verizon, where I architect end-to-end Machine Learning solutions. My background spans Fintech, Retail, and Telecom, including roles at CreditMantri and Impact Analytics. My Journey & Experience I didn't start in computer science. I graduated with a B.Tech in Mechanical Engineering from NIT Warangal before transitioning into Data Science. I know firsthand the challenges of breaking into this field from a non-traditional background. Over the last 3+ years, I’ve learned that landing a top-tier data role isn't just about knowing Python or SQL—it's about proving you can solve business problems. I’ve built forecasting engines that delivered $3M in margin impact. I’ve developed propensity models that improved targeting accuracy by 20%. I’ve optimized pipelines on GCP to boost performance by 89%. Beyond the Code While I love Scalable ML Systems and Causal Inference, I believe in unplugging to stay sharp. When I’m not building models, you can find me binging on the latest shows, planning my next trip, or journaling to keep my thoughts organized. How I Can Help You I created this page to share the "unwritten rules" of the industry that online courses don't teach. Whether you are a mechanical engineer looking to switch fields, or a junior analyst wanting to understand how to quantify your impact on a resume, I’m here to help you navigate that journey.