Enterprise UX

From Messy Dataset to “At-a-Glance” Visualizations of Competitive Landscape

I led a research-to-visualization effort to convert a large, inconsistent set of competitive data into clear, decision-ready visualiztions—ones that helped stakeholders scan, orient, and act without needing to read a long report.

Modernizing document workflows in a complex transaction platform

I led a multi-study UX research program that turned fragmented, email-driven document exchange into a structured checklist + document workflow—improving clarity, reducing version risk, and shaping roadmap decisions from early discovery through validation and scale.