Our focus is to understand and addressing the challenges faced by vulnerable road users, such as pedestrians, cyclists, and public transit users. Our goal is to create safer, more equitable, and sustainable transportation systems for all. We strive to provide valuable insights that contribute to the broader understanding of human-environment interactions and societal development.