Heat-Distribution Scoring Tool

At SharkNinja, hairdryer outlet-grille designs were compared qualitatively — by eye — which made R&D results hard to communicate and defend. I built a Python-based web application that scores heat distribution across grille geometries and turns those subjective comparisons into a single, standardized number.

Highlights

• Adopted as the team's standard R&D workflow for communicating and comparing design results.
• Enabled faster, more data-driven iteration across 10+ grille geometries.
• Bridged mechanical design and software — one of the ways my CS minor shows up in real engineering work.