171 Starbucks locations in Manhattan enriched with urban planning and demographic data from PLUTO, MTA, and Census sources. The dataset integrates pedestrian counts and Labor Force Survey (LFS) metrics to provide a spatial context for retail competition.
Use Cases
- Analyze retail site selection by correlating Starbucks locations with MTA transit proximity and pedestrian counts
- Predict store performance using PLUTO land use classifications and Census demographic variables
- Model competitive dynamics between coffee chains using the spatial distribution of 171 Manhattan storefronts
Strengths
- 171 Starbucks locations mapped across Manhattan
- Integration of PLUTO tax lot and land use data for each retail point
- Proximity metrics for MTA transit stations and pedestrian traffic counts
- Demographic enrichment using Census and Labor Force Survey (LFS) data