From Lists to Logic: How Data Mapping Reinvents Cosmetic Science

This project demonstrates how structuring ingredient data into a relational system can transform cosmetic formulation into a predictable architecture. By mapping chemical interactions and functional roles, it opens the possibility of simulating product performance digitally before physical prototyping, signaling a shift toward data-driven chemistry.