Clouded minds: air pollution and student cognitive performance

Simone Ferro, Elena Meschi and Caterina Pavese

No 574, Working Papers from University of Milano-Bicocca, Department of Economics

Abstract: We estimate the causal effect of air pollution on primary school students’ cognitive performance in Italy, exploiting daily within-municipality variation in pollution across exam dates. Using INVALSI administrative data on the universe of students over ten cohorts and a specification with individual fixed effects, we find that a 10 μg/m3 increase in PM2.5 reduces test scores by 4.4% of a standard deviation. Effects are concentrated in reasoning-intensive items, with no significant effect on knowledge-based items, are stronger for lower-achieving and emotionally vulnerable students, and are substantially mitigated by school mechanical ventilation and air-conditioning systems. These results highlight the cognitive costs of short-term pollution exposure and the potential of targeted infrastructure investments to reduce environmental inequality in education.

Keywords: Air pollution; PM2.5; test scores; memory and reasoning (search for similar items in EconPapers)
JEL-codes: I1 I2 J01 Q53 (search for similar items in EconPapers)
Pages: 57
Date: 2026-06
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