Principal Associate, Data Scientist
CurrentI develop machine learning models to create value for internal and external customers by predicting the most impactful areas for employee talent and the best ways to engage with customers.- built custom scikit-learn components for model interpretability, ensemble modeling, and categorical feature support across other libraries- designed software APIs for intuitive and consistent user experiences- engineered hundreds of features for developing holistic models related to customer… Show more I develop machine learning models to create value for internal and external customers by predicting the most impactful areas for employee talent and the best ways to engage with customers.- built custom scikit-learn components for model interpretability, ensemble modeling, and categorical feature support across other libraries- designed software APIs for intuitive and consistent user experiences- engineered hundreds of features for developing holistic models related to customer engagement, churn, and employee impact- built streamlined, scheduled data pipeline in Python and Snowflake to enable key analyses and serve as a foundational dataset for many ML models- instilled software engineering best practices around code quality, documentation, source control, and modularity- as an early adopter, brought experience with modern tools like polars and DuckDB for dataframe work, hvplot for interactive visualization, and asynchronous query execution to enable rapid exploratory analysis- taught colleagues new frameworks and methodologies to develop their skills and impact Show less