I'm leading product, customer, and operational analytics at Safeguard Global, building KPI frameworks, scalable data models, reporting, and dashboards that connect behavior to business outcomes.
Previously, I led SaaS lifecycle analytics at RiskOptics, creating customer health, churn, engagement, and upgrade-opportunity models. Across 15+ years, I've used SQL, Python, BI, and analytics engineering to support product, commercial, financial, and operational decisions.

