Xiangxi (Sarah) Chen

Analytics leader, AI builder, and storyteller for media

Projects

Selected systems, products, and side builds.

These projects show the range of how I work: analytics systems, AI-enabled tools, predictive models, and side concepts where product narrative matters just as much as execution.

Analytics Leadership

Measurement Systems That Move Budgets

I build measurement systems that help teams move from noisy performance data to confident budget, optimization, and growth decisions.

Built 10+ Power BI dashboards spanning CPA, ROAS, retention, and real-time performance visibility for leadership and client teams.

Led incrementality testing, attribution, and measurement frameworks that improved data refresh speed by 75% and sharpened decision quality.

AI Product

Tech Concierge

An always-on AI support agent created inside WPP Media to centralize platform knowledge, reduce friction, and make expertise easier to act on.

Reduced research and troubleshooting time by 85% and won the 2025 WPP Hackathon Grand Prize.

Started with a messy internal knowledge problem, broke it into reusable workflows, and turned it into a scalable product experience.

Optimization Model

Delivery Capacity Prediction for Media Optimization

Built a predictive model to estimate line-item delivery capacity and reduce the likelihood of under-delivery in media campaigns.

Created for the 2026 Global Hackathon, where it became a Top Finalist and ranked US Top 1.

Test results outperformed the existing algorithm, showing stronger predictive power for media optimization decisions before delivery risk becomes expensive.

Side Project

RIPStuff logo

A sleek, internet-native resale concept for absurd impulse buys, shaped through product storytelling, brand world-building, and premium interaction design.

A side project that shows how I think beyond analysis alone: define the user tension, sharpen the narrative, and build a system people instantly understand.

Reflects the same instinct I bring to analytics work: structure ambiguity, make the value obvious, and create clarity fast.