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Air pollution and firm-level human capital, knowledge and innovation

Author

Listed:
  • Tiago Cavalcanti
  • Kamiar Mohaddes
  • Hongyu Nian
  • Haitao Yin

Abstract

This paper investigates the long-run effects of prolonged air pollution on firmlevel human capital, knowledge and innovation composition. Using a novel firm-level dataset covering almost all industrial firms engaged in science and technology activities in China, and employing a regression discontinuity design, we show that prolonged pollution significantly diminishes both the quantity and the quality of human capital at the firm level. More specifically, we show that air pollution affects firm-level human capital composition by reducing the share of employees with a PhD degree and master's degree, but instead increasing the share of employees with bachelor's degree. Moreover, the difference in the composition of human capital materially change the knowledge and innovation structure of the firms, with our estimates showing that pollution decreases innovations that demand a high level of creativity, such as publications and inventions, while increasing innovations with a relatively low level of creativity, such as design patents. Quantitatively, on the intensive margin, one μg/m 3 increase in the annual average PM 2.5 concentration leads to a 0.188 loss in the number of innovations per R&D employee. Overall, we show that air pollution has created a gap in human capital, knowledge, and innovation between firms in the north and south of China, highlighting the importance of environmental quality as a significant factor for productivity and welfare.
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Suggested Citation

  • Tiago Cavalcanti & Kamiar Mohaddes & Hongyu Nian & Haitao Yin, 2023. "Air pollution and firm-level human capital, knowledge and innovation," Working Papers EPRG2301, Energy Policy Research Group, Cambridge Judge Business School, University of Cambridge.
  • Handle: RePEc:enp:wpaper:eprg2301
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    1. Anthony Heyes & Matthew Neidell & Soodeh Saberian, 2016. "The Effect of Air Pollution on Investor Behavior: Evidence from the S&P 500," NBER Working Papers 22753, National Bureau of Economic Research, Inc.
    2. Stephen J. Redding & Daniel M. Sturm, 2008. "The Costs of Remoteness: Evidence from German Division and Reunification," American Economic Review, American Economic Association, vol. 98(5), pages 1766-1797, December.
    3. Tom Y. Chang & Joshua Graff Zivin & Tal Gross & Matthew Neidell, 2019. "The Effect of Pollution on Worker Productivity: Evidence from Call Center Workers in China," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 151-172, January.
    4. Bugni, Federico A. & Canay, Ivan A., 2021. "Testing continuity of a density via g-order statistics in the regression discontinuity design," Journal of Econometrics, Elsevier, vol. 221(1), pages 138-159.
    5. Joshua Graff Zivin & Matthew Neidell, 2013. "Environment, Health, and Human Capital," Journal of Economic Literature, American Economic Association, vol. 51(3), pages 689-730, September.
    6. Douglas Almond & Yuyu Chen & Michael Greenstone & Hongbin Li, 2009. "Winter Heating or Clean Air? Unintended Impacts of China's Huai River Policy," American Economic Review, American Economic Association, vol. 99(2), pages 184-190, May.
    7. Stephen J. Redding & Esteban Rossi-Hansberg, 2017. "Quantitative Spatial Economics," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 21-58, September.
    8. Koichiro Ito & Shuang Zhang, 2020. "Willingness to Pay for Clean Air: Evidence from Air Purifier Markets in China," Journal of Political Economy, University of Chicago Press, vol. 128(5), pages 1627-1672.
    9. W Walker Hanlon, 2020. "Coal Smoke, City Growth, and the Costs of the Industrial Revolution," The Economic Journal, Royal Economic Society, vol. 130(626), pages 462-488.
    10. Andrew Gelman & Guido Imbens, 2019. "Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(3), pages 447-456, July.
    11. Adrien Bilal & Esteban Rossi‐Hansberg, 2021. "Location as an Asset," Econometrica, Econometric Society, vol. 89(5), pages 2459-2495, September.
    12. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2012. "Creative accounting or creative destruction? Firm-level productivity growth in Chinese manufacturing," Journal of Development Economics, Elsevier, vol. 97(2), pages 339-351.
    13. 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.
    14. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    15. Zheng Song & Kjetil Storesletten & Fabrizio Zilibotti, 2011. "Growing Like China," American Economic Review, American Economic Association, vol. 101(1), pages 196-233, February.
    16. Jans, Jenny & Johansson, Per & Nilsson, J. Peter, 2018. "Economic status, air quality, and child health: Evidence from inversion episodes," Journal of Health Economics, Elsevier, vol. 61(C), pages 220-232.
    17. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    18. Cornaggia, Jess & Mao, Yifei & Tian, Xuan & Wolfe, Brian, 2015. "Does banking competition affect innovation?," Journal of Financial Economics, Elsevier, vol. 115(1), pages 189-209.
    19. Joshua Graff Zivin & Matthew Neidell, 2012. "The Impact of Pollution on Worker Productivity," American Economic Review, American Economic Association, vol. 102(7), pages 3652-3673, December.
    20. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    21. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    22. 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).
    23. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust Nonparametric Confidence Intervals for Regression‐Discontinuity Designs," Econometrica, Econometric Society, vol. 82, pages 2295-2326, November.
    24. 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.
    25. Veronica Grembi & Tommaso Nannicini & Ugo Troiano, 2016. "Do Fiscal Rules Matter?," American Economic Journal: Applied Economics, American Economic Association, vol. 8(3), pages 1-30, July.
    26. Tom Chang & Joshua Graff Zivin & Tal Gross & Matthew Neidell, 2016. "Particulate Pollution and the Productivity of Pear Packers," American Economic Journal: Economic Policy, American Economic Association, vol. 8(3), pages 141-169, August.
    27. Ashish Arora & Sharon Belenzon & Lia Sheer, 2021. "Knowledge Spillovers and Corporate Investment in Scientific Research," American Economic Review, American Economic Association, vol. 111(3), pages 871-898, March.
    28. Sam Heft-Neal & Jennifer Burney & Eran Bendavid & Marshall Burke, 2018. "Robust relationship between air quality and infant mortality in Africa," Nature, Nature, vol. 559(7713), pages 254-258, July.
    29. Jiaxiu He & Haoming Liu & Alberto Salvo, 2019. "Severe Air Pollution and Labor Productivity: Evidence from Industrial Towns in China," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 173-201, January.
    30. Shihe Fu & V Brian Viard & Peng Zhang, 2021. "Air Pollution and Manufacturing Firm Productivity: Nationwide Estimates for China [Management and shocks to worker productivity]," The Economic Journal, Royal Economic Society, vol. 131(640), pages 3241-3273.
    31. Sager, Lutz, 2019. "Estimating the effect of air pollution on road safety using atmospheric temperature inversions," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
    32. Shuai Chen & Paulina Oliva & Peng Zhang, 2017. "The Effect of Air Pollution on Migration: Evidence from China," NBER Working Papers 24036, National Bureau of Economic Research, Inc.
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    More about this item

    Keywords

    Pollution; human capital; knowledge; innovation; China;
    All these keywords.

    JEL classification:

    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O44 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Environment and Growth
    • 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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