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SeedPublished 2026-10-23

Air pollution and the quality of decisions

Air pollution and PM2.5 appear on 213 recent papers, but only 33 of them carry a cognition, productivity, decision-making, education, mental-health or worker keyword, and "cognitive performance" on 5. Pollution affects brains as well as lungs. How much do bad-air days cost in exam scores, work errors and bad investment decisions?

What prompted this

Since October 2025, 213 papers carry an air-pollution, PM2.5, particulate or air-quality keyword (127 in economics journals, 54 in AI): "air pollution" on 85, "PM2.5" on 41, "air quality" on 24. Only 33 of them also carry a cognition, test-score, productivity, decision-making, education, mental-health, crime, worker, student or labour keyword, and "cognitive performance" appears on 5 papers.

Questions

  • On high-pollution days, do students score lower on high-stakes exams, do workers make more errors, and do traders and analysts make worse calls?
  • Are the effects larger for tasks that need attention and memory than for routine tasks?
  • Does indoor filtration undo the effect, and what would that imply for the value of clean-air policy?

Data that could help

Daily pollution readings, exam results with dates and locations, call-centre or factory error logs, and trading records matched to the trader's location.

Next step

Match the dates and locations of a national exam to daily PM2.5 readings and estimate the score loss per unit of pollution.

Related research activity

The keywords this note follows, in the tracked finance, accounting, economics, management, operations research and AI journals as of 2026-10-26
KeywordPapers, last 30 daysRankPapers per month, Oct 23 – Oct 26*Papers, last 36 months
air pollution3#77687
PM2.51#288142
cognitive performance0–5

Markdown version of this note: /ideas/air-pollution-and-cognition.md

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