Racial and Socioeconomic Fairness of Area-Level Traffic-Related Air Pollution Measure Aggregation
Andrew Vancil1, Stephen Colegate1, Erika Rasnick Manning1
1Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States.
Medrxiv : the Preprint Server for Health Sciences
|October 3, 2025
Summary
The Environmental Justice Screen (EJ Screen) may have biases in traffic pollution exposure data, unlike the Average Annual Daily Traffic (AADT). This research highlights potential fairness issues in commonly used environmental justice tools.
Area of Science:
- Environmental Science
- Public Health
- Urban Planning
Background:
- Environmental Protection Agency's Environmental Justice Screen (EJ Screen) and Department of Transportation's Average Annual Daily Traffic (AADT) are common proxies for traffic pollution exposure.
- Aggregation methods for area-level traffic pollution measures have not been thoroughly tested for bias.
Purpose of the Study:
- To assess the fairness and agreement of EJ Screen and AADT with a parcel-level traffic proximity measure.
- To identify potential biases in commonly used traffic-related pollution exposure proxies.
Main Methods:
- Utilized a parcel-level proximity measure developed for Hamilton County, Ohio.
- Compared EJ Screen and AADT to the parcel-level measure at census block group, census tract, and ZCTA levels.
- Assessed fairness using linear regression analysis.
Main Results:
- Average Annual Daily Traffic (AADT) showed significant agreement with the parcel proximity measure.
- Environmental Justice Screen (EJ Screen) did not show significant agreement and exhibited racial and community deprivation bias.
- Biases detected in EJ Screen, while not directly against specific demographic groups, could suppress known traffic pollution effects in future studies.
Conclusions:
- Common aggregation techniques for traffic pollution proxies like EJ Screen may introduce biases.
- The findings suggest a need for re-evaluation of EJ Screen's fairness in representing traffic-related pollution exposure.
- Further research is needed to address and mitigate biases in environmental justice assessment tools.
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