Design and deploy machine learning models (matchmaking, skill rating, recommender systems). Develop representation learning for player behavior, evaluate state-of-the-art methods, translate product problems into ML tasks, lead technical discussions, and collaborate with engineers to integrate models into production.

Design, deploy, and operate production ML models and MLOps workflows (real-time and batch). Partner with ML scientists and studios to integrate ML services into games, build CI/CD, model registry/feature store practices, monitor drift, prototype ML/GenAI solutions, and mentor engineering teams.

Lead design and execution of 2K's global data platform, telemetry, and ML Ops. Own cloud FinOps, drive streaming telemetry and feature pipelines, build cross-studio partnerships, and hire and mentor a high-performing data engineering team to enable proactive, AI‑integrated analytics.