My path
I began my career in software quality, where I learned to think in edge cases, user flows, risk, evidence, and release readiness. Over 9+ years, I have worked across manual QA, automation, mobile testing, regression planning, test case design, release validation, defect analysis, and cross-functional delivery.
That foundation now shapes how I approach data science. I care about the full system: data collection, assumptions, model behavior, evaluation metrics, user impact, and what happens after a model leaves the notebook.