this section highlights key initiatives such as pedestrian and cyclist infrastructure planning, transit-oriented development research, electric vehicle deployment strategies, bike-sharing system analysis, and bus stop optimization using spatial methodologies. Each project demonstrates expertise in integrating data-driven insights with sustainable transportation solutions to address urban mobility challenges.
Utilized R and Python to perform advanced spatial analytics, providing insights into urban patterns and supporting city decision-making processes. Projects included analyzing police patrolling strategies, housing price trends, drunk driving incidents, and other critical urban issues. 
This section highlights urban planning initiatives, emphasizing urban design while integrating policy frameworks and multidisciplinary approaches. It focuses on inclusive urban planning, transportation and logistics strategies, and urban renewal projects aimed at fostering sustainable and equitable development. 