Data Scientist (Jun 2023 — Present)
Developed and deployed ML-based fraud detection model targeting early account activity,
now running in production on SageMaker. End-to-end ownership from feature engineering
through deployment. Maintained Customer Risk Rating model using AHP for parameter weighting.
Built PSI monitoring system for data drift detection. Defined KPIs across fraud detection
and AML—built Looker dashboards serving as central reference for team strategy.
Data Analyst (Jul 2022 — Jun 2023)
Transitioned from operations into technical role, establishing data science and analytics
capabilities within Financial Crime Risk from scratch. Built first analytical frameworks
and dashboards for transaction monitoring and fraud detection. Developed automated
transaction monitoring rules using Pypika.
Financial Crime Risk Specialist (Oct 2021 — Jul 2022)
Quickly became lead on complex business cases, building deep domain expertise in AML,
fraud typologies, and regulatory requirements. Built operational tooling in Excel that
improved case processing speed and quality.
Student Worker — AML & Compliance
Performed customer and transaction analysis across two banking institutions.
Built foundational expertise in financial compliance and risk assessment.
Became go-to resource on complex business customer cases.