Understanding the Dynamics of Social Encounters in NYC Public Spaces Using Human Mobility Data
- Takahiro Yabe, Ph.D., Assistant Professor, Department of Technology Management and Innovation, Center for Urban Science + Progress, NYU Resilient Urban Networks Lab
- Graham Dove, Ph.D., Assistant Professor, Department of Technology Management and Innovation, Center for Urban Science + Progress
MENTOR:
- Vaidehi Raipat, Ph.D. Student, Department of Technology Management and Innovation, Center for Urban Science + Progress
Authors
Zheyan Chen, Ruixin Gan, Yin Wang
Research Question
How does visitor behavior—such as park usage patterns, visit duration, and travel distance—vary between hot, average-temperature, and cool days in the summer?
Background
Each summer, approximately 350 NYC residents succumb to heat stress, frequently at home. Accessible cooling is crucial as temperatures climb. To optimize design, resource allocation, and thermal comfort, this study examines demographic trends and population dispersal patterns in parks.
Methodology
The study used multivariable OLS regression to examine park visitation, incorporating environmental, temporal, and social factors. Hourly estimates were generated from daily totals using day-of-week weights. Heat Index values, derived from temperature and humidity, were categorized per NYC guidelines. POIs were classified by shade, water proximity, and use via spatial mapping. Categorical predictors were binary-encoded, and multicollinearity was checked (VIF < 5). Stepwise selection prioritized significant variables, with some non-significant ones retained for theoretical value.
Deliverables
- Technical Report
- Data Visualization Dashboard
Datasets
| Source | Dataset | Years |
|---|---|---|
| NOAA on Climate Data Online | Daily Summaries, NYC | 06.01.24 – 08.31.24 |
| NYC Parks on NYC OpenData | Event Categories | 2013 – Present |
| NYC Parks on NYC OpenData | Event Listing | 2013 – Present |
| NYC Parks on NYC OpenData | Event Locations | 2013 – Present |
| NYCEM | Plan for Hazards: Extreme Heat | 2025 |
| Placer.ai | NYC Foot Traffic Data and Trends | 06.01.24 – 08.31.24 |
| USCB ACS | Age and Sex (S0101) | 2011 – 2023 |
| USCB ACS | Households and Families (S1101) | 2011 – 2023 |
| Weather Underground | NYC Historical Weather | 06.01.24 – 08.31.24 |