Selected Work

Case notes outlining structural marketing initiatives across global organizations.

Global Value-Based Segmentation Rollout

Delivery Hero — APAC, EU, MENA, LATAM

Unified fragmented local segmentation models into a shared framework that supported cross-market alignment and became the basis for group-level ROI calculations.

Behavioral Segmentation for Advertiser Education

Amazon Ads — Global

Built a behavioral segmentation model for webinar and educational communications, shifting from broad distribution to relevance-based targeting and improving open rate and click-through rate.

Session-Based Product Launch

Adviqo

Identified a monetization gap in high-engagement but low-depth user behavior, contributing to the development of a new session-based product that increased cash GMV by 10%.