Experience Deploying Client Models at Scale: Practical experience in deploying machine learning models at scale would be a significant asset, showcasing the ability to operationalize data science solutions effectively. 3. ETL Pipeline Experience: The candidate should have a proven ability to design, build, and optimize ETL (Extract, Transform, Load) pipelines for efficient data processing and analysis.