I’m a Data Scientist with 7+ years of experience working on real-world data and machine learning problems across healthcare, insurance, retail, logistics and advertising analytics. Over the years, my work has gone beyond building models. I’ve worked closely with business stakeholders and clients to understand ambiguous problems, translate business requirements into analytical solutions, communicate insights and help take Data Science solutions toward real-world implementation. Alongside my industry experience, I also work as a Data Science instructor and mentor, helping aspiring Data Scientists understand not just the technical concepts, but how Data Science actually works in a corporate environment.