Why do the places, causes, and culture built in your city never reach the people living right next to them?

The Proximity Index measures the gap between what a community produces and what discovery infrastructure surfaces to that community. The first application of the instrument was in the civic resource domain: BIPOC-led nonprofits, workforce development organizations, and cultural institutions built specifically for their communities were chronically undiscovered by those communities. Not because of poor output. Because discovery infrastructure was built around scale and engagement, not proximity and relevance.

That same gap exists across everything that makes a city worth living in. Music venues. Community gardens. Mutual aid networks. Cultural institutions. Local causes. The places and organizations that create belonging in a city are systematically invisible in the discovery platforms residents actually use. What surfaces is what has the marketing budget, the national SEO footprint, the chain affiliation. Not what was built right where you live.

The habit of looking for what's popular replaced the habit of looking for what's nearby. PolarityGPS is built to reverse that. It surfaces what exists within walking distance through mission-based exploration, turning discovery into a practice and proximity into a game. The theory of change: community happens in person. You have to go somewhere. PolarityGPS gets you there.

The Proximity Index in the civic domain takes two inputs: the cultural and civic output produced within a geographic radius (music venues, nonprofit organizations, cultural institutions, community events, mutual aid infrastructure), and what discovery platforms actually surface to residents of that radius. The gap between those two is the score.

The Providence pilot drew from MUSEOFRI's institutional network, the Providence city directory, and manual audits of standard discovery platforms including Google Maps, Yelp, and social recommendation tools. The audit compared what was findable through standard discovery channels against what existed and was actively serving the community.

PolarityGPS is designed to target the specific gaps the Proximity Index identifies: surfacing the venues, organizations, and community infrastructure that scored highest on the index, the things most invisible to the people they were built for. The 90-day intervention study tracks whether mission-based proximity discovery shifts participants' Proximity Scores relative to a control group using standard platforms.

The Providence pilot found that the gap was not caused by a lack of output. BIPOC-led organizations, local music venues, community-building initiatives, and cultural institutions were actively producing. The infrastructure connecting residents to them was missing.

Discovery platforms optimize for nationally recognized venues, chains, and highly-reviewed businesses. The civic and cultural institutions built at the neighborhood level, the ones that create actual community belonging, are systematically buried in results pages residents never reach. This is not a search problem. It is a design problem: the platforms were not built to serve proximity.

This research is ongoing. The controlled PolarityGPS intervention is the first test of whether proximity-based, mission-driven discovery can shift that score in a measurable direction. If you are in a position to accelerate the work, through community access, institutional partnership, or methodological expertise, reach out.

PolarityGPS frames city exploration as a game because the habit of looking for what's nearby has to be rebuilt from scratch. Missions structure proximity-based discovery into a practice: find this venue, attend this event, discover this cause. Each mission is a direct response to what the Proximity Index found, a targeted intervention at a specific gap between what exists in a community and what residents can find.

The theory is that community happens in person. Not through content. Not through following. You have to show up somewhere, repeatedly, until you become a regular. PolarityGPS is built to generate that first trip, and the ones after it.

The longer-term integration is WAXFEED. As you explore PolarityGPS missions, the music playing is sourced from local artists performing in the venues you are discovering. WAXFEED becomes the in-game soundtrack: the cultural layer of a city you are only now beginning to explore. You hear the artist in the feed, discover they are playing two blocks away, and the venue is already a mission. The loop closes.

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