professional - AI Systems
A decision-support tool suite for promotion planning, used by 200+ commercial users across APAC markets.
At L’Oréal, I worked on ML-backed planning tools and analytics interfaces that helped commercial teams make faster, more consistent planning decisions across multiple APAC markets. The public version focuses on scope, contribution, and outcomes rather than internal product details.
Selected details only. Some project specifics are omitted.
Worked on ML-backed promotion planning tools for regional business users.
Helped translate stakeholder requirements into workflows and analytics interfaces.
Contributed to self-serve systems that reduced dependency on central data teams.