Utilizing spatial analysis, how can data on urban and environmental elements by extracted to assess their impact on bicycle user behavior?

Urban and environmental factors play a pivotal role in shaping the behavior of bicycle users. Infrastructure quality, safety, environmental conditions, and urban planning significantly impact cyclists' choices and experiences. This article investigates these influences by employing the Geographic Information Systems (GIS) technology to assess the effect of various urban and environmental elements on cycling behavior. By managing and analyzing spatial data in a GIS software on infrastructure and environmental factors in conjunction with cyclist behavior data, this study aims to provide a comprehensive understanding of how urban environments influence where and how people cycle.