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Joint Heat and PM2.5 Exposure Across US Metropolitan Areas: Multi-Stressor Disparities, Historical Redlining, and a Multi-Metric Assessment Framework

This study introduces a novel multi-metric framework to assess joint heat and PM2.5 exposure across 48 US metropolitan areas, revealing that residents in historically redlined and predominantly Black neighborhoods face significantly higher risks of simultaneous extreme heat and air pollution compared to their White counterparts, even after adjusting for socioeconomic factors.

Original authors: Mandalapu, S. V., Sharma, R., Pillarisetti, A.

Published 2026-08-23
📖 5 min read🧠 Deep dive

Original authors: Mandalapu, S. V., Sharma, R., Pillarisetti, A.

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ⚕️ This is an AI-generated explanation of a preprint that has not been peer-reviewed. It is not medical advice. Do not make health decisions based on this content. Read full disclaimer

Cities are not uniform environments; they are patchworks where the air you breathe and the heat you feel can change dramatically from one neighborhood to the next. For decades, scientists have studied these environmental stressors—like high temperatures and fine particles of pollution—mostly as separate problems. They have mapped where it is hottest and where the air is dirtiest, often finding that these burdens fall disproportionately on communities of color and low-income areas. However, in the real world, these stressors rarely act alone. They tend to cluster together, creating a compound burden that is significant for residents that studying either factor in isolation might miss. Understanding how heat and pollution overlap in the same neighborhoods is crucial because living in a place that is both hot and polluted creates a unique, intensified risk that single-stressor analyses may not fully capture.

A team of researchers set out to map this overlap across the United States, developing a new way to look at how heat and air pollution combine in neighborhoods. They focused on the summer months between 2015 and 2020, examining 42,304 distinct neighborhoods, known as census tracts, across 48 major metropolitan areas. This covered roughly 174.6 million people. Instead of just looking at average temperatures or average pollution levels, they created a framework to identify "joint hotspots"—places where both the heat and the pollution were unusually high at the same time. They used satellite data to measure the temperature of the ground during the day and government air quality models to estimate the concentration of fine particulate matter, a type of pollution small enough to enter the lungs and bloodstream.

The study revealed a stark reality: the neighborhoods where Black residents live are far more likely to be hit by this double burden than neighborhoods where White residents live. When the researchers looked at the data, they found that 13.21% of residents in predominantly Black neighborhoods lived in areas that exceeded high thresholds for both heat and pollution simultaneously. In contrast, only 3.33% of residents in predominantly White neighborhoods faced this same dual exposure. This means that a Black resident is nearly four times as likely to live in a neighborhood suffering from this compound heat and pollution burden compared to a White resident. This disparity is even larger than the gap seen when looking at heat alone or pollution alone, indicating that the combined burden is substantial, though the study clarifies that this does not reflect a multiplicative amplification of one stressor by the other within these groups.

The researchers also traced these patterns back to history, specifically to a practice from the 1930s called redlining. During that era, government agencies graded neighborhoods to determine the risk of lending money, often marking areas with Black residents as "hazardous" and drawing red lines around them. These areas, graded as D, were systematically denied investment. The study found that the legacy of these red lines is still visible today. Residents living in tracts that were historically graded D are nearly four times as likely to live in a joint heat and pollution hotspot compared to residents in the highest-graded, historically favored neighborhoods, even after accounting for current factors like poverty levels and housing age. This suggests that the decisions made nearly a century ago continue to shape the physical environment and health risks of these communities today.

To understand exactly how these stressors behave together, the team used a statistical approach to see if heat and pollution simply happen to be high in the same places by chance, or if they actively cluster together. They found that in predominantly White neighborhoods, heat and pollution do tend to cluster together more than would be expected by random chance. In predominantly Black and Hispanic neighborhoods, the data also showed a tendency for these stressors to occur together, but the researchers noted that their sample size for these specific groups was smaller, making it harder to say with absolute statistical certainty that the clustering is different from random chance. However, the overall pattern remains clear: the neighborhoods with the highest combined burdens are overwhelmingly those with a history of systemic disinvestment and higher populations of color.

The study also looked at how these findings hold up under different conditions. They tested their results using different types of temperature data and different ways of measuring pollution, and the core finding remained consistent: the disparity in joint exposure persists. They even calculated how strong an unmeasured factor would need to be to completely explain away the link between historical redlining and current pollution, finding that such a factor would have to be incredibly powerful, which reinforces the likelihood that the historical connection is real. The researchers concluded that current methods for assessing environmental risks often underestimate the true burden on marginalized communities because they fail to account for how heat and pollution pile up on top of each other. By using this new multi-metric framework, policymakers and health officials can better identify the neighborhoods that need the most urgent attention and intervention to address these compounded environmental threats.

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