In this phase, I analyzed all qualitative data collected from interviews, surveys and observations to identify key user motivations and pain points. Through the affinity mapping process, we uncovered five behavioral patterns, and later identified strong correlations between them. These connections revealed two main user groups: Advanced Expats, who seek high-quality experiences and enjoy exploring local culture in depth, and Social Explorers, who seek shared experiences and human connection. These insights guided the design opportunities for each profile.