Unified Principles and Tools for Complex Datasets and Data-Driven Workflows

This thesis examines challenges and opportunities in complex data science workflows involving the combination of existing datasets, extraction of data from spreadsheets, and datasets collected from the World Wide Web. It unifies insights from statistics and computer science to offer new conceptual and practical tools for leveraging these complex data in applied empirical research.