Urban Form and Structure Explain Variability in Spatial Inequality of Property Flood Risk among US Counties
Junwei Ma, Ali Mostafavi

TL;DR
This study investigates how various urban form and structure features influence the spatial inequality of property flood risk across US counties, revealing significant variation and key explanatory factors.
Contribution
It identifies key urban features that explain spatial flood risk inequality and demonstrates their interactions using a classification and regression tree model.
Findings
Coastal and metropolitan counties show highest flood risk inequality.
Principal components of development density, economic activity, and centrality explain variability.
Pathways of urban features influence flood risk distribution.
Abstract
Understanding the relationship between urban form and structure and spatial variation of property flood risk has been a longstanding challenge in urban planning and city flood risk management. Yet limited data-driven insights exist regarding the extent to which variation in spatial inequality of property flood risk in cities can be explained by heterogenous features of urban form and structure. In this study, we explore eight key features (i.e., population density, point of interest density, road density, minority segregation, income segregation, urban centrality index, gross domestic product, and human mobility index) related to urban form and structure to explain variability in spatial inequality of property flood risk among 2567 US counties. Using rich datasets related to property flood risk, we quantify spatial inequality in property flood risk and delineate features of urban form…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsFlood Risk Assessment and Management · Land Use and Ecosystem Services · Tropical and Extratropical Cyclones Research
