Uncovered a systemic configuration issue in TPN compounding and led a cross-functional initiative to design a decision-support tool that improved consistency, reduced risk, and supported pharmacist decision-making. This work highlights my ability to bring clarity to complex, regulated environments.

Designed and delivered a full edge-first IoT demonstration platform showcasing real-time sensor ingestion, local decision logic, MQTT messaging, mobile alerting, and cloud analytics. This work highlights my ability to translate complex distributed architecture into a clear product vision and a customer-ready narrative.

This article translates foundational network science into a practical mental model for product managers. I explore how clusters, shortcuts, and emergent behavior shape product adoption & growth, and offer a simple diagnostic framework for understanding stagnation and spread. This work highlights my strengths in systems-level product thinking, communication clarity, and transforming complex ideas into actionable strategy.