4+ years in quantitative, hands-on role (Data Science, ML Engineering, Actuarial Science) Successfully designed and delivered production AI solutions 4+ years deep domain experience with large-scale healthcare financial data Expert-level fluency in Python and SQL Practical experience implementing and maintaining ML/AI models in an operational environment