At IQUANTI, I lead decision science and advanced analytics across financial services engagements, using MMM, attribution, time-series modeling, and AI to quantify marketing impact. I also run incrementality programs with geo attribution and matched-market holdout tests to establish causal lift and incremental ROI.
At Annalect (Omnicom Group), I led marketing mix modeling projects for APAC clients and implemented Google Meridian MMM for an insurance client. At ZSapiens Softech, I developed AI-driven tools, including a document summarization system using RAG and Qwen, and a predictive admission model that achieved an 80% F1-score and 90% recall.

