This document provides guidance on data collection for simulation modeling. It discusses collecting existing data from various sources, performing preliminary data collection to understand the system, and detailed data collection to determine key aspects of how the system operates. Recommendations are provided on focusing data collection, collecting enough data for statistical analysis, continuous data collection over various time periods, and using multiple collectors to observe without interfering with the system. An example of data collection for a single queue system is also included.