At Info Retrieval, I lead remote Returns & Entry Teams processing 1,500+ daily background checks, maintaining up to 99.5% accuracy through quality assurance monitoring. I also work with senior leadership to identify and resolve operational bottlenecks.
At SiriusXM Canada, I analyzed customer behavior and feedback to identify churn drivers and improve retention. In my Talabat Egypt product strategy case study, I designed a four-layer MVP framework and defined a North Star Metric, KPI trees, and an experimentation plan to address the marketplace cold-start problem.

