Key Message
Effective neighborhood planning requires understanding the complex interplay of social and economic factors that drive change. By leveraging data visualizations, planners and community developers can identify trends and forecast future neighborhood demand, allowing for more targeted and equitable interventions. The study demonstrates the importance of amenities and public services in attracting investment and underscores the need for policies that promote balanced and inclusive growth. By fostering active dialogue between local politicians and their constituents, cities can ensure that the benefits of neighborhood change are experienced by all residents.