Being Poor in These Cities Means Far Greater Exposure to Air Pollution

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While air quality is typically measured at the city or county level, new tract-level data published by researchers at Harvard University and Boston University gives a more granular look at how air quality varies from neighborhood to neighborhood. Data shows that some residents of the same cities are far more exposed to air pollution than others, the difference equating to dozens of cigarettes smoked per year.

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In almost every major city, poor communities – where congested highways, factories, and lack of green space drive pollution – face greater exposure to harmful fine particulate matter than wealthy neighborhoods. While some cities take efforts to reduce disparities in exposure through regulation and targeted investment, in a handful of cities inequities are stark, with an increase in income having a direct effect on pollution exposure. A closer look at the data reveals the cities where being poor could have the greatest effect on respiratory health.

To determine the cities with the worst air inequality, Climate Crisis 247 reviewed tract-level data on income and annual PM2.5 concentrations. Cities were ranked based on the inferred effect of an additional $10,000 in household income on PM2.5 exposure, measured as the slope between median household income and average annual PM2.5 concentration. Data on median household income is from the Census Bureau’s 2022 American Community Survey, while data on PM2.5 by census tract is from the Harvard Dataverse and is based on readings from 2019. Only cities with at least 50 overlapping tracts where the regression coefficient between income and PM2.5 was below -0.5 were considered. Annual PM2.5 concentrations were expressed in cigarettes smoked using a conversion factor of 22 µg/m3 per cigarette, based on a methodology developed in 2015 by researchers at Berkeley Earth.

25. Oklahoma City, OK

Photo by Gerson Repreza on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.04 µg/m3 (+0.62 cigarettes a year)
  • Average annual PM2.5 concentration: 4.18 µg/m3
  • Median household income: $64,251
  • Poverty rate: 15.0%
 

24. Sacramento, CA

Photo by Leo_Visions on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.04 µg/m3 (+0.62 cigarettes a year)
  • Average annual PM2.5 concentration: 4.25 µg/m3
  • Median household income: $78,954
  • Poverty rate: 14.8%
 

23. Louisville, KY

Photo by Jon McCallon on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.04 µg/m3 (+0.65 cigarettes a year)
  • Average annual PM2.5 concentration: 4.57 µg/m3
  • Median household income: $63,114
  • Poverty rate: 15.6%
 

22. Arlington, TX

Photo by Trac Vu on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.04 µg/m3 (+0.66 cigarettes a year)
  • Average annual PM2.5 concentration: 4.88 µg/m3
  • Median household income: $71,736
  • Poverty rate: 13.0%
 

21. Lincoln, NE

Photo by American Public Power Association on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.04 µg/m3 (+0.66 cigarettes a year)
  • Average annual PM2.5 concentration: 4.25 µg/m3
  • Median household income: $67,846
  • Poverty rate: 12.8%
 

20. San Antonio, TX

Photo by Chandra Maharzan on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.04 µg/m3 (+0.67 cigarettes a year)
  • Average annual PM2.5 concentration: 4.89 µg/m3
  • Median household income: $59,593
  • Poverty rate: 17.7%
 

19. Minneapolis, MN

Photo by Steijn Leijzer on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.05 µg/m3 (+0.75 cigarettes a year)
  • Average annual PM2.5 concentration: 4.87 µg/m3
  • Median household income: $76,332
  • Poverty rate: 16.8%
 

18. San Diego, CA

Photo by MontyLov on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.05 µg/m3 (+0.77 cigarettes a year)
  • Average annual PM2.5 concentration: 4.19 µg/m3
  • Median household income: $98,657
  • Poverty rate: 11.4%
 

17. Fresno, CA

Photo by Kellen Riggin on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.05 µg/m3 (+0.79 cigarettes a year)
  • Average annual PM2.5 concentration: 5.14 µg/m3
  • Median household income: $63,001
  • Poverty rate: 22.1%
 

16. Paradise, NV

Photo by Nic Y-C on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.05 µg/m3 (+0.81 cigarettes a year)
  • Average annual PM2.5 concentration: 3.98 µg/m3
  • Median household income: $55,224
  • Poverty rate: 16.8%
 

15. Colorado Springs, CO

Photo by Kevin Bree on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.05 µg/m3 (+0.85 cigarettes a year)
  • Average annual PM2.5 concentration: 3.71 µg/m3
  • Median household income: $79,026
  • Poverty rate: 10.4%
 

14. Mesa, AZ

Photo by Taylor Finklea on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.05 µg/m3 (+0.86 cigarettes a year)
  • Average annual PM2.5 concentration: 4.24 µg/m3
  • Median household income: $73,766
  • Poverty rate: 11.2%
 

13. Aurora, CO

Photo by Acton Crawford on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.06 µg/m3 (+0.94 cigarettes a year)
  • Average annual PM2.5 concentration: 4.19 µg/m3
  • Median household income: $78,685
  • Poverty rate: 10.5%
 

12. Toledo, OH

Photo by Cathy Holewinski on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.06 µg/m3 (+1.02 cigarettes a year)
  • Average annual PM2.5 concentration: 5.40 µg/m3
  • Median household income: $45,405
  • Poverty rate: 24.6%
 

11. Henderson, NV

Photo by Yifu Wu on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.06 µg/m3 (+1.02 cigarettes a year)
  • Average annual PM2.5 concentration: 3.46 µg/m3
  • Median household income: $85,311
  • Poverty rate: 8.1%
 

10. Reno, NV

Photo by Daniel Akre on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.07 µg/m3 (+1.12 cigarettes a year)
  • Average annual PM2.5 concentration: 2.55 µg/m3
  • Median household income: $73,073
  • Poverty rate: 12.7%
 

9. Laredo, TX

Photo by maria6170 on Pixabay

  • Effect of -$10,000 income on PM2.5 concentration: +0.07 µg/m3 (+1.22 cigarettes a year)
  • Average annual PM2.5 concentration: 4.56 µg/m3
  • Median household income: $60,928
  • Poverty rate: 21.0%
 

8. Birmingham, AL

Photo by Zachary Farmer on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.07 µg/m3 (+1.22 cigarettes a year)
  • Average annual PM2.5 concentration: 4.97 µg/m3
  • Median household income: $42,464
  • Poverty rate: 26.1%
 

7. Phoenix, AZ

Photo by Chris Tingom on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.08 µg/m3 (+1.29 cigarettes a year)
  • Average annual PM2.5 concentration: 4.26 µg/m3
  • Median household income: $72,092
  • Poverty rate: 14.6%
 

6. Las Vegas, NV

Photo by Leo_Visions on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.08 µg/m3 (+1.36 cigarettes a year)
  • Average annual PM2.5 concentration: 3.62 µg/m3
  • Median household income: $66,356
  • Poverty rate: 14.7%
 

5. Scottsdale, AZ

Photo by Matthew Hamilton on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.09 µg/m3 (+1.41 cigarettes a year)
  • Average annual PM2.5 concentration: 3.35 µg/m3
  • Median household income: $104,197
  • Poverty rate: 6.8%
 

4. Los Angeles, CA

Photo by Venti Views on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.10 µg/m3 (+1.66 cigarettes a year)
  • Average annual PM2.5 concentration: 5.87 µg/m3
  • Median household income: $76,244
  • Poverty rate: 16.6%
 

3. Akron, OH

Photo by Leo_Visions on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.10 µg/m3 (+1.70 cigarettes a year)
  • Average annual PM2.5 concentration: 5.34 µg/m3
  • Median household income: $46,596
  • Poverty rate: 22.7%
 

2. Kansas City, KS

Photo by Taylor Finklea on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.12 µg/m3 (+2.02 cigarettes a year)
  • Average annual PM2.5 concentration: 4.21 µg/m3
  • Median household income: $56,120
  • Poverty rate: 17.4%
 

1. El Paso, TX

Photo by Kevin Vega on Unsplash

  • Effect of -$10,000 income on PM2.5 concentration: +0.13 µg/m3 (+2.09 cigarettes a year)
  • Average annual PM2.5 concentration: 3.69 µg/m3
  • Median household income: $55,710
  • Poverty rate: 18.9%
 


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