What teams build on the Census layer.
Live demos showing 168 Foundation joined to operational data — bike-share, 311, public health. The Census layer becomes a stable equity baseline for any place-based decision.
Bike-share equity & need.
Snap Manhattan bike-share onto Foundation: car ownership, transit access, rent burden, work-from-home. Surfaces neighborhoods where supply doesn't match the structural need — Service Gap Score in one number.
See the demo02Equitable bike access.
Compare low-income exposure to bike infrastructure on a single grid. Foundation gives planners a stable equity baseline — one that doesn't move with usage data or seasonal patterns.
See the demo03311, per capita risk.
Anchor NYC 311 health and sanitation data to Census denominators — rent burden, density, response time. The risk surface re-ranks per resident, not per population mass.
See the demo04Member vs casual riders.
Membership penetration overlaid with income and education at every block. Surfaces neighborhood pockets with structurally lower conversion — equity-aware segmentation, no causal claim.
See the demo