The Smithsonian Associates, the educational branch of the Smithsonian Institution, offers diverse programs including lectures, workshops, and performances to promote cultural and historical learning. Our research aims to provide user insights for shaping future course offerings based on popularity and user behavior. We also deliver data-driven recommendations to improve website performance and support the organization’s transition to Google Analytics 4, helping ensure a more effective and user-friendly online experience for audiences of all ages.