Approach

Great products are built on smart trade-offs, not idealism. Finding the right balance between user friction, technical constraints, and time-to-market is what allows for fast, reliable hypothesis testing. I combine qualitative and quantitative data to de-risk decisions early. Whether optimizing a high-friction touchpoint or architecting a system, I deliver targeted solutions that fit the broader business strategy.