Logistics Visualization Research

Developed and designed interactive visualization to improve data visibility, data analysis, and decision making for supply chain & logistics challenges.

Built quickly to test a hypothesis. The goal was to get from idea to something I could actually use inside of a weekend — letting the AI do the heavy lifting on boilerplate while I focused on the shape of the experience.

A surprising amount of what used to take a month can now happen in a few evenings — as long as you have strong taste and know when to throw work away. The bottleneck has moved from implementation to judgment.