3-5 years in AML, risk, or compliance roles at a bank, fintech, or regtech. Ability to translate regulatory logic into product requirements for engineers. Experience deconstructing manual review processes and designing scalable automation. Understanding of how to use metrics to understand issues and find patterns related to false-positives.