Beyond Residence: A Mobility-based Approach for Improved Evaluation of Human Exposure to Environmental Hazards
Zhewei Liu, Chenyue Liu, Ali Mostafavi

TL;DR
This paper introduces a mobility-based index for assessing human exposure to environmental hazards, accounting for daily movements that traditional residence-based methods overlook, thereby revealing hidden exposure risks and social inequalities.
Contribution
It proposes a novel mobility-informed exposure assessment method using large-scale human mobility data, improving accuracy and highlighting environmental justice issues.
Findings
Mobility extends hazard exposure beyond residential areas.
Latent exposure affects millions despite safe residence.
Environmental hazard traps worsen inequalities.
Abstract
Evaluating human exposure to environmental hazards is crucial for identifying susceptible communities and devising targeted health policies. Standard environmental hazard exposure assessment methods have been primarily based on place of residence, an approach which neglect individuals hazard exposures due to the daily life activities and mobility outside home neighborhood. To address this limitation, this study proposes a novel mobility-based index for hazard exposure evaluation. Using large-scale and fine-grained human mobility data, we quantify the extent of population dwell time in high-environmental-hazard places in 239 U.S. counties for three major environmental hazards: air pollution, heat, and toxic sites. Subsequently we explore the extent to which human mobility extends the reach of environmental hazards and also lead to the emergence of latent exposure for populations living…
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
TopicsUrban Transport and Accessibility · Air Quality and Health Impacts · Environmental Justice and Health Disparities
