Spatial analysis of synthetic clusters of risk and resilience in the wake of the Flint water crisis

Natural and anthropogenic disasters often have greater impact on marginalized communities because of structural disinvestment and racism. Impacts may not be uniform across communities; it is important to identify characteristics related to individual- and neighborhood-level resilience in the context of disaster. The Flint Water Crisis (FWC), given its varying, widespread impacts, provides an opportunity to examine these characteristics. Using Speak to Your Health! (STYH) survey data prior to (2013), during (2015), and after (2017) the FWC's onset, a synthetic longitudinal cohort was created, resulting in a cohort of 885 observations (295 per timepoint). Model-based clustering identified trajectory patterns of 4 factors (individual mental health, institutional trust, neighborhood satisfaction, social support). Each individual's cluster membership was mapped, and Getis-Ord Gi* Hot Spot Analysis identified geospatial patterns of cluster concentration. Five clusters were identified with distinct patterns of disaster impact and resilience: stressed; recovery; resilient; resilient-plus; and growth. Hot Spot analysis demonstrated patterns the cluster membership related to neighborhood sociodemographics, including race, SES, and vacancy rates; of note, the growth cluster was concentrated in the poorest and most heavily vacant neighborhoods. These findings have important implications for efforts to reduce the burden of natural and anthropogenic disasters and other community-level traumas. The results highlight the heterogeneity of outcomes within the same community. Mental health factors are particularly vulnerable. This study indicates that with appropriate response and investment, marginalized communities may demonstrate resilience and even growth following community-level trauma.

Authors

Institutions

Publication Details

Journal
Local Environment
Published
2025-03-12
DOI
https://doi.org/10.1080/13549839.2025.2471002
Citations
1
Primary Topic
Flood Risk Assessment and Management
Type
article
Field-Weighted Citation Impact
1.11

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Spatial analysis of synthetic clusters of risk and resilience in the wake of the Flint water crisis

Marc Scott, Daniel J. Kruger, Lauren A. O’Connell, Richard C. Sadler et al.
1 citations
Local Environment
Flood Risk Assessment and Management
1.11
article

Spatial analysis of synthetic clusters of risk and resilience in the wake of the Flint water crisis

Marc Scott, Daniel J. Kruger, Lauren A. O’Connell, Richard C. Sadler, Caitlin F. Canfield, Alan L. Mendelsohn
article en
1 citations

Abstract

Natural and anthropogenic disasters often have greater impact on marginalized communities because of structural disinvestment and racism. Impacts may not be uniform across communities; it is important to identify characteristics related to individual- and neighborhood-level resilience in the context of disaster. The Flint Water Crisis (FWC), given its varying, widespread impacts, provides an opportunity to examine these characteristics. Using Speak to Your Health! (STYH) survey data prior to (2013), during (2015), and after (2017) the FWC's onset, a synthetic longitudinal cohort was created, resulting in a cohort of 885 observations (295 per timepoint). Model-based clustering identified trajectory patterns of 4 factors (individual mental health, institutional trust, neighborhood satisfaction, social support). Each individual's cluster membership was mapped, and Getis-Ord Gi* Hot Spot Analysis identified geospatial patterns of cluster concentration. Five clusters were identified with distinct patterns of disaster impact and resilience: stressed; recovery; resilient; resilient-plus; and growth. Hot Spot analysis demonstrated patterns the cluster membership related to neighborhood sociodemographics, including race, SES, and vacancy rates; of note, the growth cluster was concentrated in the poorest and most heavily vacant neighborhoods. These findings have important implications for efforts to reduce the burden of natural and anthropogenic disasters and other community-level traumas. The results highlight the heterogeneity of outcomes within the same community. Mental health factors are particularly vulnerable. This study indicates that with appropriate response and investment, marginalized communities may demonstrate resilience and even growth following community-level trauma.

Local EnvironmentVol. 30(12)
University of Michigan (US), University of Michigan–Flint (US), Jacobs (United States) (US), New York University (US), University at Buffalo, State University of New York (US), Michigan State University (US)
National Institutes of Health
Openalex Percentile: Top 27%
Flood Risk Assessment and Management
1.11
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.