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Impact of low-level fine particulate matter and ozone exposure on absences in K-12 students and economic consequences
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Abstract
High air pollution levels are associated with school absences. However, low level pollution impacts on individual school absences are under-studied. Understanding the variability of pollution at individual schools within an urban region could improve school recess decisions, better identify local pollution sources, and improve local economic impact assessments by providing granular information relevant to specific schools. We modelled PM2.5 and ozone concentrations at 36 schools from July 2015 to June 2018 using data from a dense, research grade regulatory sensor network. We determined exposures and daily absences at each school. We used a generalized estimating equations model to retrospectively estimate rate ratios for association between outdoor pollutant concentrations and school absences. We estimated lost school revenue, productivity, and family economic burden. PM2.5 and ozone concentrations and absence rates vary across the School District. Pollution exposure was associated with a rate ratio as high as 1.02 absences per μg m−3 and 1.01 per ppb increase for PM2.5 and ozone, respectively. Significantly, even PM2.5 and ozone exposure below the air quality index breakpoints for good air quality (<12.1 μg m−3 and <55 ppb, respectively) was associated with positive rate ratios of absences: 1.04 per μg m−3 and 1.01 per ppb increase, respectively. Granular local measurements enabled demonstration of air pollution impacts that varied between schools and were undetectable with averaged pollution levels. Reducing pollution by 50% would save $426 000 per year districtwide. Pollution reduction benefits would be greatest in schools located in socioeconomically disadvantaged areas. Heterogeneity in exposure, disproportionately affecting socioeconomically disadvantaged schools, points to the need for fine resolution exposure estimation. The economic cost of absences associated with air pollution is substantial even excluding indirect costs such as hospital visits and medication. These findings may help elucidate the differential burden on individual schools and inform local decisions about recess and regulatory considerations for localized pollution sources.
Title: Impact of low-level fine particulate matter and ozone exposure on absences in K-12 students and economic consequences
Description:
Abstract
High air pollution levels are associated with school absences.
However, low level pollution impacts on individual school absences are under-studied.
Understanding the variability of pollution at individual schools within an urban region could improve school recess decisions, better identify local pollution sources, and improve local economic impact assessments by providing granular information relevant to specific schools.
We modelled PM2.
5 and ozone concentrations at 36 schools from July 2015 to June 2018 using data from a dense, research grade regulatory sensor network.
We determined exposures and daily absences at each school.
We used a generalized estimating equations model to retrospectively estimate rate ratios for association between outdoor pollutant concentrations and school absences.
We estimated lost school revenue, productivity, and family economic burden.
PM2.
5 and ozone concentrations and absence rates vary across the School District.
Pollution exposure was associated with a rate ratio as high as 1.
02 absences per μg m−3 and 1.
01 per ppb increase for PM2.
5 and ozone, respectively.
Significantly, even PM2.
5 and ozone exposure below the air quality index breakpoints for good air quality (<12.
1 μg m−3 and <55 ppb, respectively) was associated with positive rate ratios of absences: 1.
04 per μg m−3 and 1.
01 per ppb increase, respectively.
Granular local measurements enabled demonstration of air pollution impacts that varied between schools and were undetectable with averaged pollution levels.
Reducing pollution by 50% would save $426 000 per year districtwide.
Pollution reduction benefits would be greatest in schools located in socioeconomically disadvantaged areas.
Heterogeneity in exposure, disproportionately affecting socioeconomically disadvantaged schools, points to the need for fine resolution exposure estimation.
The economic cost of absences associated with air pollution is substantial even excluding indirect costs such as hospital visits and medication.
These findings may help elucidate the differential burden on individual schools and inform local decisions about recess and regulatory considerations for localized pollution sources.
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