The data used in this analysis is from Cyclistic, a bike-share program based in Chicago. The dataset contains detailed records of bike rides, including timestamps, ride durations, and user types. This analysis is critical for Cyclistic as it aims to convert casual riders into annual members. Understanding the usage patterns of both types of riders allows Cyclistic to optimize its marketing and operational strategies.