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Early-Life Exposure to Air Pollution Regulation and Later Educational Attainment: Evidence from China

Author

Listed:
  • Siwar Khelifa
  • Jie He

Abstract

This paper provides the first evidence from a developing-country setting on the long-term educational impacts of early-life exposure to a major environmental regulation. We study China's 1998 Two Control Zones policy and implement a difference-in-differences design comparing adjacent birth cohorts in targeted and non-targeted counties. We find no detectable effects of early-life exposure to the policy on long-term educational outcomes. Across a wide range of measures, including high school attendance, academic versus vocational track placement, and high-quality school attendance around age 15, as well as college entrance exam participation, exam scores, and post-secondary enrollment around age 18, the estimates are statistically indistinguishable from zero. These null results are robust across alternative specifications and hold in subgroups defined by gender and maternal education.

Suggested Citation

  • Siwar Khelifa & Jie He, 2025. "Early-Life Exposure to Air Pollution Regulation and Later Educational Attainment: Evidence from China," IRENE Working Papers 25-08, IRENE Institute of Economic Research.
  • Handle: RePEc:irn:wpaper:25-08
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    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. James J. Heckman & John Eric Humphries & Gregory Veramendi, 2018. "The Nonmarket Benefits of Education and Ability," Journal of Human Capital, University of Chicago Press, vol. 12(2), pages 282-304.
    3. Petra Persson & Maya Rossin-Slater, 2018. "Family Ruptures, Stress, and the Mental Health of the Next Generation," American Economic Review, American Economic Association, vol. 108(4-5), pages 1214-1252, April.
    4. Jérémie Gignoux & Marta Menéndez, 2016. "Benefit in the wake of disaster: Long-run effects of earthquakes on welfare in rural Indonesia," PSE-Ecole d'économie de Paris (Postprint) halshs-01245544, HAL.
    5. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2007. "From the Cradle to the Labor Market? The Effect of Birth Weight on Adult Outcomes," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 409-439.
    6. Petra Persson & Maya Rossin-Slater, 2018. "Family Ruptures, Stress, and the Mental Health of the Next Generation: Reply," American Economic Review, American Economic Association, vol. 108(4-5), pages 1256-1263, April.
    7. J. Peter Nilsson, 2017. "Alcohol Availability, Prenatal Conditions, and Long-Term Economic Outcomes," Journal of Political Economy, University of Chicago Press, vol. 125(4), pages 1149-1207.
    8. Cai, Xiqian & Lu, Yi & Wu, Mingqin & Yu, Linhui, 2016. "Does environmental regulation drive away inbound foreign direct investment? Evidence from a quasi-natural experiment in China," Journal of Development Economics, Elsevier, vol. 123(C), pages 73-85.
    9. Wang, Feicheng & Milner, Chris & Scheffel, Juliane, 2021. "Labour market reform and firm-level employment adjustment: Evidence from the hukou reform in China," Journal of Development Economics, Elsevier, vol. 149(C).
    10. Michael Greenstone & Rema Hanna, 2014. "Environmental Regulations, Air and Water Pollution, and Infant Mortality in India," American Economic Review, American Economic Association, vol. 104(10), pages 3038-3072, October.
    11. Guo, Shiqi, 2020. "The legacy effect of unexploded bombs on educational attainment in Laos," Journal of Development Economics, Elsevier, vol. 147(C).
    12. Sarah Baird & Joan Hamory Hicks & Michael Kremer & Edward Miguel, 2016. "Worms at Work: Long-run Impacts of a Child Health Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1637-1680.
    13. Almond, Douglas & Currie, Janet & Herrmann, Mariesa, 2012. "From infant to mother: Early disease environment and future maternal health," Labour Economics, Elsevier, vol. 19(4), pages 475-483.
    14. Liu, Yiwei & Su, Yuting & Yin, Yuru, 2022. "Parental preference for boys in childhood and the health of the elderly: Evidence from China," Social Science & Medicine, Elsevier, vol. 302(C).
    15. Gignoux, Jérémie & Menéndez, Marta, 2016. "Benefit in the wake of disaster: Long-run effects of earthquakes on welfare in rural Indonesia," Journal of Development Economics, Elsevier, vol. 118(C), pages 26-44.
    16. Maria Rosales-Rueda & Margaret Triyana, 2019. "The Persistent Effects of Early-Life Exposure to Air Pollution: Evidence from the Indonesian Forest Fires," Working Papers Rutgers University, Newark 2019-002, Department of Economics, Rutgers University, Newark.
    17. Wolfram Schlenker & W. Reed Walker, 2016. "Airports, Air Pollution, and Contemporaneous Health," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(2), pages 768-809.
    18. 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.
    19. repec:hal:pseose:halshs-00847026 is not listed on IDEAS
    20. Tania Barham & Karen Macours & John A. Maluccio, 2013. "Boys' Cognitive Skill Formation and Physical Growth: Long-Term Experimental Evidence on Critical Ages for Early Childhood Interventions," American Economic Review, American Economic Association, vol. 103(3), pages 467-471, May.
    21. Flavio Cunha & James J. Heckman, 2008. "Formulating, Identifying and Estimating the Technology of Cognitive and Noncognitive Skill Formation," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    22. Janet Currie & Reed Walker, 2011. "Traffic Congestion and Infant Health: Evidence from E-ZPass," American Economic Journal: Applied Economics, American Economic Association, vol. 3(1), pages 65-90, January.
    23. Yi Lu & Jin Wang & Lianming Zhu, 2019. "Place-Based Policies, Creation, and Agglomeration Economies: Evidence from China's Economic Zone Program," American Economic Journal: Economic Policy, American Economic Association, vol. 11(3), pages 325-360, August.
    24. Graff Zivin, Joshua & Liu, Tong & Song, Yingquan & Tang, Qu & Zhang, Peng, 2020. "The unintended impacts of agricultural fires: Human capital in China," Journal of Development Economics, Elsevier, vol. 147(C).
    25. Tanaka, Shinsuke, 2015. "Environmental regulations on air pollution in China and their impact on infant mortality," Journal of Health Economics, Elsevier, vol. 42(C), pages 90-103.
    26. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    27. Hering, Laura & Poncet, Sandra, 2014. "Environmental policy and exports: Evidence from Chinese cities," Journal of Environmental Economics and Management, Elsevier, vol. 68(2), pages 296-318.
    28. Janet Currie, 2020. "Child health as human capital," Health Economics, John Wiley & Sons, Ltd., vol. 29(4), pages 452-463, April.
    29. Douglas Almond & Bhashkar Mazumder & Reyn Ewijk, 2015. "In Utero Ramadan Exposure and Children's Academic Performance," Economic Journal, Royal Economic Society, vol. 125(589), pages 1501-1533, December.
    30. Anna Aizer & Laura Stroud & Stephen Buka, 2016. "Maternal Stress and Child Outcomes: Evidence from Siblings," Journal of Human Resources, University of Wisconsin Press, vol. 51(3), pages 523-555.
    31. Sun, Qian, 2019. "Estimating the earnings returns to exam-measured unobserved ability in China's urban labor market: Evidence for 2002–2013," China Economic Review, Elsevier, vol. 53(C), pages 180-190.
    32. Austin, Wes & Heutel, Garth & Kreisman, Daniel, 2019. "School bus emissions, student health and academic performance," Economics of Education Review, Elsevier, vol. 70(C), pages 109-126.
    33. repec:ucn:wpaper:10197/317 is not listed on IDEAS
    34. Wang, Jin, 2013. "The economic impact of Special Economic Zones: Evidence from Chinese municipalities," Journal of Development Economics, Elsevier, vol. 101(C), pages 133-147.
    35. Maria Rosales-Rueda & Margaret Triyana, 2019. "The Persistent Effects of Early-Life Exposure to Air Pollution: Evidence from the Indonesian Forest Fires," Journal of Human Resources, University of Wisconsin Press, vol. 54(4), pages 1037-1080.
    36. Tania Barham & Karen Macours & John A. Maluccio, 2013. "Boys' Cognitive Skill Formation and Physical Growth: Long-Term Experimental Evidence on Critical Ages for Early Childhood Interventions," American Economic Review, American Economic Association, vol. 103(3), pages 467-471, May.
    37. Hans Grönqvist & J. Peter Nilsson & Per-Olof Robling, 2020. "Understanding How Low Levels of Early Lead Exposure Affect Children’s Life Trajectories," Journal of Political Economy, University of Chicago Press, vol. 128(9), pages 3376-3433.
    38. He, Guojun & Liu, Tong & Zhou, Maigeng, 2020. "Straw burning, PM2.5, and death: Evidence from China," Journal of Development Economics, Elsevier, vol. 145(C).
    39. Chen, Pan, 2025. "Industrialization and pollution: The long-term Impact of early-life exposure on human capital formation," Journal of Public Economics, Elsevier, vol. 241(C).
    40. Douglas Almond & Lena Edlund & Mårten Palme, 2009. "Chernobyl's Subclinical Legacy: Prenatal Exposure to Radioactive Fallout and School Outcomes in Sweden," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1729-1772.
    41. Enrico Moretti & Matthew Neidell, 2011. "Pollution, Health, and Avoidance Behavior: Evidence from the Ports of Los Angeles," Journal of Human Resources, University of Wisconsin Press, vol. 46(1), pages 154-175.
    42. Liu, Yongzheng & Zhang, Xiaoge, 2023. "Environmental regulation, political incentives, and mortality in China," European Journal of Political Economy, Elsevier, vol. 78(C).
    43. Adam Isen & Maya Rossin-Slater & W. Reed Walker, 2017. "Every Breath You Take—Every Dollar You’ll Make: The Long-Term Consequences of the Clean Air Act of 1970," Journal of Political Economy, University of Chicago Press, vol. 125(3), pages 848-902.
    44. 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.
    45. Sharon Maccini & Dean Yang, 2009. "Under the Weather: Health, Schooling, and Economic Consequences of Early-Life Rainfall," American Economic Review, American Economic Association, vol. 99(3), pages 1006-1026, June.
    46. Hu, Feng & Xu, Zhaoyuan & Chen, Yuyu, 2011. "Circular migration, or permanent stay? Evidence from China's rural-urban migration," China Economic Review, Elsevier, vol. 22(1), pages 64-74, March.
    47. 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.
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    Keywords

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    JEL classification:

    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth

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