Airbnb is an online marketplace that enables people to lease or rent short-term lodging. The goal of this Kaggle challenge was to predict which country a new Airbnb user’s first booking destination will be based on a set of demographics and web session records. Additionally, I used model-based analysis to understand which factors are most predictive about whether a new user would book a destination.