Data modeling plays a crucial role in the data analysis process as it provides a structured framework for understanding, organizing, and interpreting data. It helps analysts define the relationships between data variables, identify necessary data sources, and establish the structure for how data will be collected, processed, and analyzed. Essentially, data modeling forms the backbone of the analytical process, enabling better communication of