I work at the intersection of automated credit decision systems, financial regulation, and data transparency. I have over eight years of experience designing and auditing loan origination and credit decision platforms in regulated financial environments, including large-scale automation, API-driven identity verification, and Dodd-Frank compliance reporting. My work focuses on how algorithms and data systems affect real-world outcomes in credit and lending, and how those systems can be evaluated for fairness, accountability, and regulatory compliance.