This document outlines the roles and relationships between data scientists, data engineers, and other roles in analyzing data to generate insights. It shows how data scientists articulate questions and hypotheses to direct experiments and analytical methods. Data engineers implement these methods by determining appropriate data sources and tools. Results and insights are then shared with relevant parties, informing future questions and refinement of models and methods.