Expertise & Applied Systems Thinking

My approach is Systems-led, Evidence-based, and Human-centered. 

My work is informed by a Master’s in Information and Decision Systems Engineering from the University of Pennsylvania and years of applied end-to-end Product Lifecycle experience in high-stakes industries like FinTech and MedTech. 

This background is augmented by a Wharton, University of Pennsylvania Specialization in AI for Business, ensuring my frameworks are grounded in both technical rigor and modern business intelligence. 

I provide a rigorous, science-backed evaluation of materials, workflows, and team inputs. 

I immerse myself in your context so that every recommendation is practical and grounded in high-confidence execution. 

Feel free to explore my professional  journey and credentials on LinkedIn.