Understanding the Dynamics of Social Encounters in NYC Public Spaces Using Human Mobility Data | NYU Tandon School of Engineering

Understanding the Dynamics of Social Encounters in NYC Public Spaces Using Human Mobility Data

Sustainability & Environment,
Urban


Project Sponsor:
  • 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