A Preliminary Study on the Association Between Ventilation Rates in Classrooms and Student Performance
Richard J. Shaughnessy, Ulla Haverinen-Shaughnessy, Aino Nevalainen, Demetrios Moschandreas,
This pilot study explores whether ventilation deficits in elementary classrooms are linked to lower standardized test scores. Researchers measured 4–5-hour carbon-dioxide (CO₂) profiles in one fifth-grade classroom at each of 54 U.S. elementary schools, then calculated per-person outdoor-air delivery. After removing two outliers, 50 classrooms had a mean ventilation rate of 3.9 L s⁻¹ person⁻¹ (range 0.9–11.7)—roughly half the ASHRAE 62.1 minimum of 8 L s⁻¹ person⁻¹. Ventilation data were paired with class-level results on state math and reading exams and with socioeconomic covariates such as free-lunch eligibility, student mobility and limited-English proficiency. Linear and generalized-additive models revealed a modest but significant positive association between higher ventilation and math performance (P < 0.10) after adjusting for confounders; reading showed a similar trend but did not reach significance, possibly because of greater score dispersion. Curve-fitting suggested the relationship may be non-linear, with benefits tapering above ~6 L s⁻¹ person⁻¹. The authors note that low ventilation was common and likely underestimated because many rooms never reached CO₂ steady state. They recommend larger studies and inclusion of additional IAQ indicators (e.g., pollutants, moisture) to confirm how adequate outdoor-air supply supports sustained academic achievement.
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