The San Francisco Peninsula Convention and Visitors Bureau is moving forward with a Tourism Business Improvement District (TBID) renewal that will increase its funding for tourism promotion efforts. Triple Point and SMG Consulting developed a revenue model based on historic data to evaluate alternative funding levels. A Bayesian Structural Times Series (BSTS) approach was adopted for future forecasting.