At Snap, I work on Feed, Creator, and Spotlight experiences, improving content discovery through ranking and retrieval systems, real-time engagement models, and cold-start strategies. I also built RAG pipelines that power personalized content summaries, creator highlights, and Spotlight intros.
I lead experimentation for growth and Ads Ranking, from power analysis through causal evaluation. I also automated anomaly detection for critical KPIs using Z-score, ARIMA, and Synthetic Control models.
At Netflix, I worked on personalization and content discovery, developing recommendation and learning-to-rank models and evaluating them through offline metrics and controlled experiments. These efforts improved discovery and engagement across targeted member cohorts.
At Lyft, I worked on shared rides and airport marketplace systems, including Priority Pickup, dispatch optimization, and pickup-time prediction. I co-invented two patented ideas and helped develop systems that improved pickup wait times, conversion, and Shared Rides matching.

