Helping citizens understand the systems, structures, and economic forces that shape their neighborhoods and housing decisions.
For generations, community knowledge was passed through local networks—family recommendations, neighbor experiences, trusted local professionals. Today, digital systems have transformed how citizens find and evaluate service providers, often replacing local knowledge with algorithm-driven recommendations.
How community recommendation systems have evolved and what replaces them in the digital age.
How housing market conditions, labor availability, and local business ecosystems affect service costs.
How information about services, providers, and pricing moves through communities.
The institutions, organizations, and systems that support informed community decision-making.