IDEAS home Printed from https://ideas.repec.org/p/ces/ceswps/_12936.html

Air Pollution and Learning

Author

Listed:
  • A. Patrick Behrer
  • Joshua S. Goodman
  • J. Parker Goyer
  • R. Jisung Park

Abstract

Nearly the entire world’s population breathes air exceeding WHO pollution guidelines, but the extent to which that exposure impairs the accumulation of human capital is not well understood. We study this using longitudinal PSAT data on nearly 10 million U.S. high school students, comparing the same student’s scores across attempts preceded by differing air quality and instrumenting for local PM2.5 with smoke from distant wildfires. A year of observed pollution exposure reduces learning by 0.04-0.06 standard deviations, or 14-19% of typical annual score growth. The damage comes almost entirely from moderate pollution days (8–12 μg/m3), below the EPA’s historical standard, and from exposure during the school year rather than summer, pointing to instructional disruption as a mechanism. Effects are three times larger in disadvantaged schools and among Black and Hispanic students, who are harmed more by the same exposure. Exposure to air pollution widens achievement gaps.

Suggested Citation

  • A. Patrick Behrer & Joshua S. Goodman & J. Parker Goyer & R. Jisung Park, 2026. "Air Pollution and Learning," CESifo Working Paper Series 12936, CESifo.
  • Handle: RePEc:ces:ceswps:_12936
    as

    Download full text from publisher

    File URL: https://www.ifo.de/DocDL/cesifo1_wp12936.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Tamma Carleton & Amir Jina & Michael Delgado & Michael Greenstone & Trevor Houser & Solomon Hsiang & Andrew Hultgren & Robert E Kopp & Kelly E McCusker & Ishan Nath & James Rising & Ashwin Rode & Hee , 2022. "Valuing the Global Mortality Consequences of Climate Change Accounting for Adaptation Costs and Benefits [Distributive Politics and Economic Growth]," The Quarterly Journal of Economics, Oxford University Press, vol. 137(4), pages 2037-2105.
    2. Tatyana Deryugina & Garth Heutel & Nolan H. Miller & David Molitor & Julian Reif, 2019. "The Mortality and Medical Costs of Air Pollution: Evidence from Changes in Wind Direction," American Economic Review, American Economic Association, vol. 109(12), pages 4178-4219, December.
    3. James Archsmith & Anthony Heyes & Soodeh Saberian, 2018. "Air Quality and Error Quantity: Pollution and Performance in a High-Skilled, Quality-Focused Occupation," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 827-863.
    4. R. Jisung Park & A. Patrick Behrer & Joshua Goodman, 2021. "Publisher Correction: Learning is inhibited by heat exposure, both internationally and within the United States," Nature Human Behaviour, Nature, vol. 5(1), pages 170-170, January.
    5. James J. Heckman & Stefano Mosso, 2014. "The Economics of Human Development and Social Mobility," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 689-733, August.
    6. David S. Lee & Justin McCrary & Marcelo J. Moreira & Jack Porter, 2022. "Valid t-Ratio Inference for IV," American Economic Review, American Economic Association, vol. 112(10), pages 3260-3290, October.
    7. Matthew A. Tarduno & Reed Walker, 2025. "Misperceptions About Air Pollution: Implications for Willingness to Pay and Environmental Inequality," NBER Working Papers 34116, National Bureau of Economic Research, Inc.
    8. Flavio Cunha & James J. Heckman & Susanne M. Schennach, 2010. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," Econometrica, Econometric Society, vol. 78(3), pages 883-931, May.
    9. Dong, Rui & Fisman, Raymond & Wang, Yongxiang & Xu, Nianhang, 2021. "Air pollution, affect, and forecasting bias: Evidence from Chinese financial analysts," Journal of Financial Economics, Elsevier, vol. 139(3), pages 971-984.
    10. Mustahsin Aziz & Levan Elbakidze, 2025. "Invisible Barrier: The Impact of Air Quality on Chronic School Absenteeism in the US," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 88(3), pages 655-680, March.
    11. Jiekun Huang & Nianhang Xu & Honghai Yu, 2020. "Pollution and Performance: Do Investors Make Worse Trades on Hazy Days?," Management Science, INFORMS, vol. 66(10), pages 4455-4476, October.
    12. Komisarow, Sarah & Pakhtigian, Emily L., 2022. "Are power plant closures a breath of fresh air? Local air quality and school absences," Journal of Environmental Economics and Management, Elsevier, vol. 112(C).
    13. Joshua Goodman, 2014. "Flaking Out: Student Absences and Snow Days as Disruptions of Instructional Time," NBER Working Papers 20221, National Bureau of Economic Research, Inc.
    14. Marshall Burke & Marissa L. Childs & Brandon Cuesta & Minghao Qiu & Jessica Li & Carlos F. Gould & Sam Heft-Neal & Michael Wara, 2023. "The contribution of wildfire to PM2.5 trends in the USA," Nature, Nature, vol. 622(7984), pages 761-766, October.
    15. Fitzpatrick, Maria D. & Sadowski, Katharine & Chen, Chelsea & Day, Sophia & Konty, Kevin & Argenio, Kira, 2026. "Asthma management in schools: A tool for reducing absenteeism?," Economics of Education Review, Elsevier, vol. 113(C).
    16. Jun Rentschler & Nadezda Leonova, 2023. "Global air pollution exposure and poverty," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    17. Avraham Ebenstein & Victor Lavy & Sefi Roth, 2016. "The Long-Run Economic Consequences of High-Stakes Examinations: Evidence from Transitory Variation in Pollution," American Economic Journal: Applied Economics, American Economic Association, vol. 8(4), pages 36-65, October.
    18. Janet Currie, 2011. "Inequality at Birth: Some Causes and Consequences," American Economic Review, American Economic Association, vol. 101(3), pages 1-22, May.
    19. Raj Chetty & John N. Friedman & Nathaniel Hilger & Emmanuel Saez & Diane Whitmore Schanzenbach & Danny Yagan, 2011. "How Does Your Kindergarten Classroom Affect Your Earnings? Evidence from Project Star," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1593-1660.
    20. repec:oup:qjecon:v:136:y:2021:i:1:p:115-168. is not listed on IDEAS
    21. Janet Currie & Eric A. Hanushek & E. Megan Kahn & Matthew Neidell & Steven G. Rivkin, 2009. "Does Pollution Increase School Absences?," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 682-694, November.
    22. Abdulrahman Jbaily & Xiaodan Zhou & Jie Liu & Ting-Hwan Lee & Leila Kamareddine & Stéphane Verguet & Francesca Dominici, 2022. "Air pollution exposure disparities across US population and income groups," Nature, Nature, vol. 601(7892), pages 228-233, January.
    23. Jonathan Guryan & Erik Hurst & Melissa Kearney, 2008. "Parental Education and Parental Time with Children," Journal of Economic Perspectives, American Economic Association, vol. 22(3), pages 23-46, Summer.
    24. Raj Chetty & John N. Friedman & Jonah E. Rockoff, 2014. "Measuring the Impacts of Teachers I: Evaluating Bias in Teacher Value-Added Estimates," American Economic Review, American Economic Association, vol. 104(9), pages 2593-2632, September.
    25. David A Keiser & Joseph S Shapiro, 2019. "Consequences of the Clean Water Act and the Demand for Water Quality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(1), pages 349-396.
    26. Amory Gethin, 2025. "Distributional Growth Accounting: Education and the Reduction of Global Poverty, 1980–2019," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 140(4), pages 2571-2618.
    27. Graff Zivin, Joshua & Song, Yingquan & Tang, Qu & Zhang, Peng, 2020. "Temperature and high-stakes cognitive performance: Evidence from the national college entrance examination in China," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
    28. Aucejo, Esteban M. & Romano, Teresa Foy, 2016. "Assessing the effect of school days and absences on test score performance," Economics of Education Review, Elsevier, vol. 55(C), pages 70-87.
    29. Kelly C Bishop & Jonathan D Ketcham & Nicolai V Kuminoff, 2023. "Hazed and Confused: The Effect of Air Pollution on Dementia," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(5), pages 2188-2214.
    30. Jeff Wen & Marshall Burke, 2022. "Lower test scores from wildfire smoke exposure," Nature Sustainability, Nature, vol. 5(11), pages 947-955, November.
    31. Chen, Siyu & Guo, Chongshan & Huang, Xinfei, 2018. "Air Pollution, Student Health, and School Absences: Evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 465-497.
    32. Barbara Biasi & Julien Lafortune & David Schönholzer, 2025. "What Works and for Whom? Effectiveness and Efficiency of School Capital Investments Across the U.S.," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 140(3), pages 2329-2379.
    33. Alan Barreca & Karen Clay & Olivier Deschenes & Michael Greenstone & Joseph S. Shapiro, 2016. "Adapting to Climate Change: The Remarkable Decline in the US Temperature-Mortality Relationship over the Twentieth Century," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 105-159.
    34. Dang, Hai-Anh H. & Do, Minh N.N. & Nguyen, Cuong Viet, 2025. "The impacts of climate change and air pollution on children’s education outcomes: Evidence from Vietnam," Economics of Education Review, Elsevier, vol. 106(C).
    35. Claudia L. Persico & Joanna Venator, 2021. "The Effects of Local Industrial Pollution on Students and Schools," Journal of Human Resources, University of Wisconsin Press, vol. 56(2), pages 406-445.
    36. Juliana Carneiro & Matthew A. Cole & Eric Strobl, 2024. "Foetal Exposure to Air Pollution and Students' Cognitive Performance: Evidence from Agricultural Fires in Brazil," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 86(1), pages 156-186, February.
    37. Jennifer A. Heissel & Claudia Persico & David Simon, 2022. "Does Pollution Drive Achievement? The Effect of Traffic Pollution on Academic Performance," Journal of Human Resources, University of Wisconsin Press, vol. 57(3), pages 747-776.
    38. Qiang Zhang & Yuexuanzi Wang & Qingyang Xiao & Guannan Geng & Steven J. Davis & Xiaodong Liu & Jin Yang & Jiajun Liu & Wenyu Huang & Changpei He & Binhe Luo & Randall V. Martin & Michael Brauer & Jame, 2025. "Long-range PM2.5 pollution and health impacts from the 2023 Canadian wildfires," Nature, Nature, vol. 645(8081), pages 672-678, September.
    39. Juliana Carneiro & Matthew A. Cole & Eric Strobl, 2021. "The Effects of Air Pollution on Students’ Cognitive Performance: Evidence from Brazilian University Entrance Tests," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 8(6), pages 1051-1077.
    40. Julien Lafortune & Jesse Rothstein & Diane Whitmore Schanzenbach, 2018. "School Finance Reform and the Distribution of Student Achievement," American Economic Journal: Applied Economics, American Economic Association, vol. 10(2), pages 1-26, April.
    41. Prashant Bharadwaj & Matthew Gibson & Joshua Graff Zivin & Christopher Neilson, 2017. "Gray Matters: Fetal Pollution Exposure and Human Capital Formation," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(2), pages 505-542.
    42. Marcus Dillender, 2021. "Climate Change and Occupational Health: Are There Limits to Our Ability to Adapt?," Journal of Human Resources, University of Wisconsin Press, vol. 56(1), pages 184-224.
    43. Michael Greenstone, 2002. "The Impacts of Environmental Regulations on Industrial Activity: Evidence from the 1970 and 1977 Clean Air Act Amendments and the Census of Manufactures," Journal of Political Economy, University of Chicago Press, vol. 110(6), pages 1175-1219, December.
    44. C. Kirabo Jackson & Rucker C. Johnson & Claudia Persico, 2016. "The Effects of School Spending on Educational and Economic Outcomes: Evidence from School Finance Reforms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(1), pages 157-218.
    45. R. Jisung Park, 2022. "Hot Temperature and High-Stakes Performance," Journal of Human Resources, University of Wisconsin Press, vol. 57(2), pages 400-434.
    46. James Heckman & Rodrigo Pinto & Peter Savelyev, 2013. "Understanding the Mechanisms through Which an Influential Early Childhood Program Boosted Adult Outcomes," American Economic Review, American Economic Association, vol. 103(6), pages 2052-2086, October.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Metcalfe, Robert & Roth, Sefi, 2025. "Making the invisible visible: the impact of revealing indoor air pollution on behavior and welfare," LSE Research Online Documents on Economics 128514, London School of Economics and Political Science, LSE Library.
    2. Simone Ferro & Elena Meschi & Caterina Pavese, 2026. "Clouded Minds: Air Pollution and Student Cognitive Performance," CESifo Working Paper Series 12738, CESifo.
    3. Juliana Carneiro & Matthew A. Cole & Eric Strobl, 2024. "Foetal Exposure to Air Pollution and Students' Cognitive Performance: Evidence from Agricultural Fires in Brazil," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 86(1), pages 156-186, February.
    4. Dang, Hai-Anh H. & Do, Minh N.N. & Nguyen, Cuong Viet, 2025. "The impacts of climate change and air pollution on children’s education outcomes: Evidence from Vietnam," Economics of Education Review, Elsevier, vol. 106(C).
    5. Palma, Alessandro & Depalo, Domenico & Curci, Gabriele, 2025. "Air pollution and workplace accidents: Evidence and implications," Journal of Public Economics, Elsevier, vol. 252(C).
    6. Shihe Fu & V. Brian Viard, 2022. "A mayors perspective on tackling air pollution," Chapters, in: Charles K.Y. Leung (ed.), Handbook of Real Estate and Macroeconomics, chapter 16, pages 413-437, Edward Elgar Publishing.
    7. Brehm, Johannes & Pestel, Nico & Schaffner, Sandra & Schmitz, Laura, 2025. "From Low Emission Zone to academic track: Environmental policy effects on educational achievement in elementary school," Journal of Environmental Economics and Management, Elsevier, vol. 132(C).
    8. Sandra Aguilar-Gomez & Nathaly M. Rivera, 2024. "Air Pollution in the Global South: An Overview of Its Sources and Impacts," Working Papers wp561, University of Chile, Department of Economics.
    9. Mika Akesaka & Hitoshi Shigeoka, 2025. "Hotter Days, Wider Gap: The Distributional Impact of Heat on Student Achievement," Discussion Paper Series DP2025-07, Research Institute for Economics & Business Administration, Kobe University.
    10. Marcus, Michelle, 2025. "Testing above the limit: Drinking water contamination and test scores," Journal of Public Economics, Elsevier, vol. 243(C).
    11. Brehm, Johannes & Pestel, Nico & Schaffner, Sandra & Schmitz, Laura, 2022. "From low emission zone to academic track: Environmental policy effects on educational achievement in elementary school," Ruhr Economic Papers 980, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    12. R. Jisung Park & Joshua Goodman & Michael Hurwitz & Jonathan Smith, 2020. "Heat and Learning," American Economic Journal: Economic Policy, American Economic Association, vol. 12(2), pages 306-339, May.
    13. Nikolai Cook, Anthony Heyes, Nicholas Rivers, 2023. "Clean Air and Cognitive Productivity: Effect and Adaptation," LCERPA Working Papers bm0137, Laurier Centre for Economic Research and Policy Analysis.
    14. Christina M. Andersen & Jørgen Brandt & Jesper H. Christensen & Lise M. Frohn & Camilla Geels & Timo Hener & Marianne Simonsen & Lars Skipper, 2024. "Air Pollution and Cognition in Children: Evidence from National Tests in Denmark," CESifo Working Paper Series 11434, CESifo.
    15. Luis Sarmiento & Adam Nowakowski, 2023. "Court Decisions and Air Pollution: Evidence from Ten Million Penal Cases in India," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 86(3), pages 605-644, November.
    16. Andrea La Nauze & Edson Severnini, 2025. "Air Pollution and Adult Cognition: Evidence from Brain Training," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 12(1), pages 221-255.
    17. Jose María Martínez & Victor Zuluaga & Alexander Buriticá, 2025. "Sweating Bullets: Heat, High-Stakes Evaluations, and The Role of Incentives," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 88(9), pages 2429-2467, September.
    18. Goeun Lee & Seunghyun Lee, 2026. "The Impact of Wildfire Smoke Exposure on Crime," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 89(1), pages 1-30, January.
    19. Jennifer A. Heissel & Claudia Persico & David Simon, 2022. "Does Pollution Drive Achievement? The Effect of Traffic Pollution on Academic Performance," Journal of Human Resources, University of Wisconsin Press, vol. 57(3), pages 747-776.
    20. Pham, Linh & Roach, Travis, 2023. "Particulate pollution and learning," Economics of Education Review, Elsevier, vol. 92(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • I2 - Health, Education, and Welfare - - Education
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • Q5 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ces:ceswps:_12936. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Klaus Wohlrabe (email available below). General contact details of provider: https://edirc.repec.org/data/cesifde.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.