Professional Story
What the operating evidence revealed
In a multigenerational service business, inventory errors, unclear pricing, process gaps, and customer disputes rarely appeared alone. They surfaced alongside incomplete records, uneven workflows, and decisions made without reliable operating data.
I responded by mapping the work behind the visible problems: how inventory moved, where decisions stalled, which controls were absent, and what information leaders could trust. The resulting changes included stronger accountability, modernized pricing and reporting, and clearer operational visibility.
After earning my MBA and Certified Fraud Examiner credential, I began applying that same evidence-first mindset to fraud, financial crime, enterprise risk, trust and safety, and emerging areas of AI governance.