This credential recognizes the successful completion of an intensive, cross-border collaborative program (COIL) focused on the end-to-end data science lifecycle. Over four classes of synchronous international collaboration, the recipient demonstrated technical proficiency in: * Automated Data Acquisition: Implementing web scraping techniques to gather raw datasets. * Data Engineering & Cleaning: Utilizing NumPy and Pandas for complex data manipulation, handling missing values, and restructuring datasets for analysis. * Exploratory Data Analysis (EDA): Creating professional-grade data visualizations using Matplotlib to derive actionable insights.