About Me

My career has always been about making data and systems work better for the people who rely on them. I started in large‑scale GovTech environments, supporting mission‑critical modules where accuracy, compliance, and data integrity were non‑negotiable. I worked across requirements, process flows, SQL‑based validation, SIT/UAT, and defect triage—building a reputation for clarity, reliability, and the ability to translate complex rules into solutions that teams could trust. That foundation shaped how I approach analytics today: with a deep respect for data quality, system behavior, and the real‑world decisions that depend on them.

In recent years, I strengthened that foundation with advanced analytics training and hands‑on work in Python, Power BI, SQL, predictive modeling, and data storytelling. I now bring a powerful blend of business analysis, data quality discipline, and modern analytics, supported by AI‑enabled workflows to accelerate exploration while maintaining rigorous validation. I’m ready to help organizations in public sector, healthcare, finance, education, utilities, transit, and other data‑sensitive industries turn their data into reliable, actionable insights. My value is simple: I don’t just analyze data—I make sure it’s accurate, explainable, and aligned with the decisions that matter.