Work as an individual-contributor Data Scientist building and maintaining data pipelines and ML models for risk intelligence. Clean and prepare messy data, deploy and monitor production models, collaborate with product and engineering, and iterate on solutions using Python and ML libraries. Communicate technical tradeoffs and document methodologies clearly.