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Firm Innovation in Hazy Days: Chinese Evidence

Author

Listed:
  • Liyang Wan

    (Zhejiang University)

  • Yunxiao Liu

    (Shanghai University)

  • Kangjuan Lv

    (Shanghai University)

  • Ning Zhang

    (Shandong University
    University of Cambridge)

Abstract

This paper estimates the causal effect of air pollution on firm innovation based on a nationwide sample of Chinese manufacturing firms. Using thermal inversion as instrument variable (IV), we demonstrate that air pollution significantly hurts firm innovation performance: a 1% increase in air pollution (PM2.5) in the past year, from its mean value, amounts to a 1.5% decrease in the number of invention patents compared to the average between 1999 and 2013. We also provide the casual estimate using regression discontinuity design (RDD) by exploiting the exogenous variation in pollution level caused by China’s Huai River policy: the decrease in firms’ invention patents is approximately 2.2% in the regions north of the Huai River Line. The underlying mechanism analyses reveal that poor air quality has detrimental effects on labor productivity, firms’ human capital accumulation, and financing ability. These findings highlight the substantial costs associated with air pollution, which are greater than previously thought, as it hinders innovation, a crucial driver of long-term economic growth.

Suggested Citation

  • Liyang Wan & Yunxiao Liu & Kangjuan Lv & Ning Zhang, 2024. "Firm Innovation in Hazy Days: Chinese Evidence," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 87(7), pages 1923-1954, July.
  • Handle: RePEc:kap:enreec:v:87:y:2024:i:7:d:10.1007_s10640-024-00878-7
    DOI: 10.1007/s10640-024-00878-7
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    as
    1. repec:spo:wpmain:info:hdl:2441/2gm7u1h28o97arriihp43sr90l is not listed on IDEAS
    2. Eva Arceo & Rema Hanna & Paulina Oliva, 2016. "Does the Effect of Pollution on Infant Mortality Differ Between Developing and Developed Countries? Evidence from Mexico City," Economic Journal, Royal Economic Society, vol. 126(591), pages 257-280, March.
    3. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    4. Brav, Alon & Jiang, Wei & Ma, Song & Tian, Xuan, 2018. "How does hedge fund activism reshape corporate innovation?," Journal of Financial Economics, Elsevier, vol. 130(2), pages 237-264.
    5. Xue, Shuyu & Zhang, Bohui & Zhao, Xiaofeng, 2021. "Brain drain: The impact of air pollution on firm performance," Journal of Environmental Economics and Management, Elsevier, vol. 110(C).
    6. Philippe Aghion & John Van Reenen & Luigi Zingales, 2013. "Innovation and Institutional Ownership," American Economic Review, American Economic Association, vol. 103(1), pages 277-304, February.
    7. Olivier Deschênes & Michael Greenstone, 2011. "Climate Change, Mortality, and Adaptation: Evidence from Annual Fluctuations in Weather in the US," American Economic Journal: Applied Economics, American Economic Association, vol. 3(4), pages 152-185, October.
    8. 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.
    9. 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.
    10. Viral V. Acharya & Ramin P. Baghai & Krishnamurthy V. Subramanian, 2014. "Wrongful Discharge Laws and Innovation," The Review of Financial Studies, Society for Financial Studies, vol. 27(1), pages 301-346, January.
    11. Bronwyn Hall, 2004. "The financing of research and development," Chapters, in: Anthony Bartzokas & Sunil Mani (ed.), Financial Systems, Corporate Investment in Innovation, and Venture Capital, chapter 2, Edward Elgar Publishing.
    12. David Autor & David Dorn & Gordon H. Hanson & Gary Pisano & Pian Shu, 2020. "Foreign Competition and Domestic Innovation: Evidence from US Patents," American Economic Review: Insights, American Economic Association, vol. 2(3), pages 357-374, September.
    13. Lily H. Fang & Josh Lerner & Chaopeng Wu, 2017. "Intellectual Property Rights Protection, Ownership, and Innovation: Evidence from China," The Review of Financial Studies, Society for Financial Studies, vol. 30(7), pages 2446-2477.
    14. Heidi L. Williams, 2013. "Intellectual Property Rights and Innovation: Evidence from the Human Genome," Journal of Political Economy, University of Chicago Press, vol. 121(1), pages 1-27.
    15. Jeremy Lise & Jean-Marc Robin, 2017. "The Macrodynamics of Sorting between Workers and Firms," American Economic Review, American Economic Association, vol. 107(4), pages 1104-1135, April.
    16. Cui, Jingbo & Huang, Shaoqing & Wang, Chunhua, 2023. "The impact of air quality on innovation activities in China," Journal of Environmental Economics and Management, Elsevier, vol. 122(C).
    17. Rafael Lopes de Melo, 2018. "Firm Wage Differentials and Labor Market Sorting: Reconciling Theory and Evidence," Journal of Political Economy, University of Chicago Press, vol. 126(1), pages 313-346.
    18. 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.
    19. Chen, Chen & Chen, Yangyang & Hsu, Po-Hsuan & Podolski, Edward J., 2016. "Be nice to your innovators: Employee treatment and corporate innovation performance," Journal of Corporate Finance, Elsevier, vol. 39(C), pages 78-98.
    20. 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.
    21. Chen, Shuai & Oliva, Paulina & Zhang, Peng, 2022. "The effect of air pollution on migration: Evidence from China," Journal of Development Economics, Elsevier, vol. 156(C).
    22. Maria Guadalupe & Olga Kuzmina & Catherine Thomas, 2012. "Innovation and Foreign Ownership," American Economic Review, American Economic Association, vol. 102(7), pages 3594-3627, December.
    23. 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.
    24. Nanda, Ramana & Rhodes-Kropf, Matthew, 2013. "Investment cycles and startup innovation," Journal of Financial Economics, Elsevier, vol. 110(2), pages 403-418.
    25. 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.
    26. Rong, Zhao & Wu, Xiaokai & Boeing, Philipp, 2017. "The effect of institutional ownership on firm innovation: Evidence from Chinese listed firms," Research Policy, Elsevier, vol. 46(9), pages 1533-1551.
    27. Balsmeier, Benjamin & Fleming, Lee & Manso, Gustavo, 2017. "Independent boards and innovation," Journal of Financial Economics, Elsevier, vol. 123(3), pages 536-557.
    28. David Hirshleifer & Angie Low & Siew Hong Teoh, 2012. "Are Overconfident CEOs Better Innovators?," Journal of Finance, American Finance Association, vol. 67(4), pages 1457-1498, August.
    29. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    30. Hong Cheng & Hanbing Fan & Takeo Hoshi & Dezhuang Hu, 2019. "Do Innovation Subsidies Make Chinese Firms More Innovative? Evidence from the China Employer Employee Survey," NBER Working Papers 25432, National Bureau of Economic Research, Inc.
    31. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(3), pages 933-959.
    32. Deschenes, Olivier & Wang, Huixia & Wang, Si & Zhang, Peng, 2020. "The effect of air pollution on body weight and obesity: Evidence from China," Journal of Development Economics, Elsevier, vol. 145(C).
    33. Ghanem, Dalia & Zhang, Junjie, 2014. "‘Effortless Perfection:’ Do Chinese cities manipulate air pollution data?," Journal of Environmental Economics and Management, Elsevier, vol. 68(2), pages 203-225.
    34. 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.
    35. Alberto Galasso & Timothy S. Simcoe, 2011. "CEO Overconfidence and Innovation," Management Science, INFORMS, vol. 57(8), pages 1469-1484, August.
    36. repec:hal:spmain:info:hdl:2441/2gm7u1h28o97arriihp43sr90l is not listed on IDEAS
    37. Yung, Chris, 2016. "Making Waves: To Innovate or Be a Fast Second?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(2), pages 415-433, April.
    38. James R. Brown & Gustav Martinsson & Bruce C. Petersen, 2013. "Law, Stock Markets, and Innovation," Journal of Finance, American Finance Association, vol. 68(4), pages 1517-1549, August.
    39. Guojun He & Shaoda Wang & Bing Zhang, 2020. "Watering Down Environmental Regulation in China," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 2135-2185.
    40. He, Jie (Jack) & Tian, Xuan, 2013. "The dark side of analyst coverage: The case of innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 856-878.
    41. Chang, Xin & Fu, Kangkang & Low, Angie & Zhang, Wenrui, 2015. "Non-executive employee stock options and corporate innovation," Journal of Financial Economics, Elsevier, vol. 115(1), pages 168-188.
    42. Shuai Chen & Yuyu Chen & Ziteng Lei & Jie-Sheng Tan-Soo, 2020. "Impact of air pollution on short-term movements: evidence from air travels in China [Does the effect of pollution on infant mortality differ between developing and developed countries? Evidence fro," Journal of Economic Geography, Oxford University Press, vol. 20(4), pages 939-968.
    43. Liu, Qing & Lu, Ruosi & Lu, Yi & Luong, Tuan Anh, 2021. "Import competition and firm innovation: Evidence from China," Journal of Development Economics, Elsevier, vol. 151(C).
    44. William Hill & Emilia L. Lim & Clare E. Weeden & Claudia Lee & Marcellus Augustine & Kezhong Chen & Feng-Che Kuan & Fabio Marongiu & Edward J. Evans & David A. Moore & Felipe S. Rodrigues & Oriol Pich, 2023. "Lung adenocarcinoma promotion by air pollutants," Nature, Nature, vol. 616(7955), pages 159-167, April.
    45. Chemmanur, Thomas J. & Tian, Xuan, 2018. "Do Antitakeover Provisions Spur Corporate Innovation? A Regression Discontinuity Analysis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(3), pages 1163-1194, June.
    46. Ross Levine & Chen Lin & Lai Wei, 2017. "Insider Trading and Innovation," Journal of Law and Economics, University of Chicago Press, vol. 60(4), pages 749-800.
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    More about this item

    Keywords

    Firm Innovation; Air Pollution; Human Capital; China;
    All these keywords.

    JEL classification:

    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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