Andrew Naumann

About Andrew Naumann

Data science leader with 8+ years of experience driving transformative AI/ML solutions in the financial services industry. I specialize in building production machine learning systems that deliver measurable business impact—from launching Customer Lifetime Value models serving 5 million clients and advisors to developing high-net-worth identification models that uncovered $56 billion in new AUM opportunities.My passion lies at the intersection of advanced analytics and business strategy. I\'ve led cross-functional initiatives spanning data science, MLOps, product, legal, and field teams, consistently delivering ahead of schedule while navigating complex regulatory and privacy requirements. I\'m particularly energized by translating cutting-edge AI capabilities—including GenAI, agentic RAG, and LLMs—into practical solutions that create real value.Beyond technical delivery, I\'m committed to developing talent and building community. I\'ve mentored numerous interns to full-time offers, coached colleagues on emerging technologies, and represented Northwestern Mutual at universities and industry conferences. I believe the best data scientists combine technical excellence with strong business acumen and the ability to communicate complex concepts to any audience.Core competencies: Machine Learning | Customer Lifetime Value | Propensity Modeling | GenAI/LLMs | PySpark/Databricks | Cross-functional Leadership | Model Governance | Experimental Design

Experience

1. Lead Data Scientist

   Northwestern Mutual

   Oct 2023 — Present · Milwaukee, WI, US

   Launched enterprise CLV model suite serving 5M clients and advisors—a critical enabler of the Advisor Desktop OKR that transformed how advisors access client insights* Developed high-net-worth identification models uncovering $56B in new AUM opportunities; delivered production model one week ahead of schedule* Led 2026 strategic planning for $2M Field AI investment portfolio spanning 7 epics and 46 team-weeks* Built GenAI demos using Databricks agentic RAG; coached teammates to multiply impact across workstreams* Established model governance frameworks balancing innovation with compliance across legal, privacy, and risk teams

Education

• Marquette University

  Bachelor of Business Administration (B.B.A.), Majors: Business Economics, Marketing and International Business; Minor: Spanish

  2014 — 2018

• Universidad Loyola

  Bachelor of Business Administration (B.B.A.), Economics

  2017 — 2017

• Marquette University

  Master of Science - MS, Applied Economics

  2017 — 2019

Skills

• Creativity Skills
• Customer Service
• Public Speaking
• Time Management
• Microsoft Office
• Microsoft Excel
• Leadership
• Pitching Ideas