Challenge
Map gaps in citizen access to schools, clinics, parks, and transit ahead of a 10-year capital plan.
Urban Planning · Case Study
Equitable Service Access Audit for a Mid-Sized City
Client: City planning department, ~480k population
Approach
- Sliced the city into 312 census-block polygons.
- Computed 15-minute walk accessibility to each service category.
- Identified service deserts (no access in any category).
- Generated AI scenario comparisons for 3 proposed investment plans.
Outcome
Findings incorporated into the city's 10-year capital plan. Two service-desert clinics fast-tracked for funding.
Key metrics
Representative figures from this engagement.
312
Polygons analyzed
47
Service-desert blocks identified
~38,200
Residents affected
11
Recommended priority sites
3
Plan options compared
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