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How Air Pollution Makes Firms Less Innovative: Human Capital and Adaptive Strategies

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  • Cavalcanti, T.
  • Mohaddes, K.
  • Nian, H.
  • Yin, H.

Abstract

This paper explores the long-term impact of air pollution on firm-level R&D human capital composition and innovation, as well as the strategies firms adopt to mitigate these effects. Using a spatial regression discontinuity design based on China's Huai River heating policy and exploring a novel dataset with detailed information on firm-level R&D sector, we show that prolonged exposure to air pollution significantly reduces the proportion of R&D workers with advanced degrees, such as PhDs and master's degrees. To counteract these challenges, firms in polluted areas increase their reliance on external strategies, such as acquiring technology and collaborating with universities, and adopt internal measures, including enhanced welfare subsidies for R&D staff and greater investment in experimental instruments. Despite these efforts, firms in polluted areas still produce lower R&D value compared to those in cleaner regions. Our results highlight the key importance of internal human capital in complementing external technological investments.

Suggested Citation

  • Cavalcanti, T. & Mohaddes, K. & Nian, H. & Yin, H., 2024. "How Air Pollution Makes Firms Less Innovative: Human Capital and Adaptive Strategies," Cambridge Working Papers in Economics 2466, Faculty of Economics, University of Cambridge.
  • Handle: RePEc:cam:camdae:2466
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    1. Ashish Arora & Sharon Belenzon & Matt Marx & Dror Shvadron, 2021. "(When) Does Patent Protection Spur Cumulative Research Within Firms?," NBER Working Papers 28880, National Bureau of Economic Research, Inc.
    2. Caroline Flammer & Ioannis Ioannou, 2021. "Strategic management during the financial crisis: How firms adjust their strategic investments in response to credit market disruptions," Strategic Management Journal, Wiley Blackwell, vol. 42(7), pages 1275-1298, July.
    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. 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).
    5. Victor Lavy & Avraham Ebenstein & Sefi Roth, 2014. "The Impact of Short Term Exposure to Ambient Air Pollution on Cognitive Performance and Human Capital Formation," NBER Working Papers 20648, National Bureau of Economic Research, Inc.
    6. Jay B. Barney, 1986. "Strategic Factor Markets: Expectations, Luck, and Business Strategy," Management Science, INFORMS, vol. 32(10), pages 1231-1241, October.
    7. Jeremy Galbreath & David Charles & Eddie Oczkowski, 2016. "The Drivers of Climate Change Innovations: Evidence from the Australian Wine Industry," Journal of Business Ethics, Springer, vol. 135(2), pages 217-231, May.
    8. Stephan Heblich & Alex Trew & Yanos Zylberberg, 2021. "East-Side Story: Historical Pollution and Persistent Neighborhood Sorting," Journal of Political Economy, University of Chicago Press, vol. 129(5), pages 1508-1552.
    9. Robert F Engle & Stefano Giglio & Bryan Kelly & Heebum Lee & Johannes Stroebel, 2020. "Hedging Climate Change News," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1184-1216.
    10. 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.
    11. Philippe Aghion & Philippe Askenazy & Nicolas Berman & Gilbert Cette & Laurent Eymard, 2012. "Credit Constraints And The Cyclicality Of R&D Investment: Evidence From France," Journal of the European Economic Association, European Economic Association, vol. 10(5), pages 1001-1024, October.
    12. 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.
    13. Andrea Martinez-Noya & Esteban Garcia-Canal & Mauro F. Guillen, 2013. "R & D Outsourcing and the Effectiveness of Intangible Investments: Is Proprietary Core Knowledge Walking out of the Door?," Journal of Management Studies, Wiley Blackwell, vol. 50(1), pages 67-91, January.
    14. Sam Fankhauser, 2017. "Adaptation to Climate Change," Annual Review of Resource Economics, Annual Reviews, vol. 9(1), pages 209-230, October.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. Joshua L. Krieger, 2021. "Trials and Terminations: Learning from Competitors’ R&D Failures," Management Science, INFORMS, vol. 67(9), pages 5525-5548, September.
    21. Christoph Grimpe & Ulrich Kaiser, 2010. "Balancing Internal and External Knowledge Acquisition: The Gains and Pains from R&D Outsourcing," Journal of Management Studies, Wiley Blackwell, vol. 47(8), pages 1483-1509, December.
    22. Tan, Zhidong & Yan, Lina, 2021. "Does air pollution impede corporate innovation?," International Review of Economics & Finance, Elsevier, vol. 76(C), pages 937-951.
    23. 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).
    24. 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.
    25. Sharon Belenzon, 2012. "Cumulative Innovation and Market Value: Evidence from Patent Citations," Economic Journal, Royal Economic Society, vol. 122(559), pages 265-285, March.
    26. 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.
    27. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    28. Sam Fankhauser, 2017. "Adaptation to Climate Change," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 209-230, October.
    29. 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).
    30. Aghion, P. & Askenazy, P. & Berman, N. & Cette, G. & Eymard, L., 2008. "Credit Constraints and the Cyclicality of R&D Investment: Evidence from France," Working papers 198, Banque de France.
    31. 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.
    32. 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.
    33. Kenneth Y. Chay & Michael Greenstone, 2003. "The Impact of Air Pollution on Infant Mortality: Evidence from Geographic Variation in Pollution Shocks Induced by a Recession," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 1121-1167.
    34. 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.
    35. 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.
    36. 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.
    37. repec:bla:jomstd:v:47:y:2010:i:s2:p:1483-1509 is not listed on IDEAS
    38. Jeremy Galbreath, 2014. "Climate Change Response: Evidence from the Margaret River Wine Region of Australia," Business Strategy and the Environment, Wiley Blackwell, vol. 23(2), pages 89-104, February.
    39. 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.
    40. 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.
    41. Tiberio Daddi & Niccolò Maria Todaro & Maria Rosa De Giacomo & Marco Frey, 2018. "A Systematic Review of the Use of Organization and Management Theories in Climate Change Studies," Business Strategy and the Environment, Wiley Blackwell, vol. 27(4), pages 456-474, May.
    42. 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.
    43. 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.
    44. 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).
    45. Bayer, Patrick & Keohane, Nathaniel & Timmins, Christopher, 2009. "Migration and hedonic valuation: The case of air quality," Journal of Environmental Economics and Management, Elsevier, vol. 58(1), pages 1-14, July.
    46. Caroline Flammer & Aleksandra Kacperczyk, 2016. "The Impact of Stakeholder Orientation on Innovation: Evidence from a Natural Experiment," Management Science, INFORMS, vol. 62(7), pages 1982-2001, July.
    47. 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.
    48. Martina K. Linnenluecke & Andrew Griffiths & Monika Winn, 2012. "Extreme Weather Events and the Critical Importance of Anticipatory Adaptation and Organizational Resilience in Responding to Impacts," Business Strategy and the Environment, Wiley Blackwell, vol. 21(1), pages 17-32, January.
    49. J. P. Eggers & Sarah Kaplan, 2009. "Cognition and Renewal: Comparing CEO and Organizational Effects on Incumbent Adaptation to Technical Change," Organization Science, INFORMS, vol. 20(2), pages 461-477, April.
    50. Ajay Bhaskarabhatla & Luis Cabral & Deepak Hegde & Thomas Peeters, 2021. "Are Inventors or Firms the Engines of Innovation?," Management Science, INFORMS, vol. 67(6), pages 3899-3920, June.
    51. Kira R. Fabrizio & Ulya Tsolmon, 2014. "An Empirical Examination of the Procyclicality of R&D Investment and Innovation," The Review of Economics and Statistics, MIT Press, vol. 96(4), pages 662-675, October.
    52. Li Wang & Fei Xing & Yishan Yu & Yunhao Dai, 2021. "Does severe air pollution affect firm innovation: evidence from China," Applied Economics Letters, Taylor & Francis Journals, vol. 28(7), pages 551-558, April.
    53. 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.
    54. Jorge Rivera & Viviane Clement, 2019. "Business adaptation to climate change: American ski resorts and warmer temperatures," Business Strategy and the Environment, Wiley Blackwell, vol. 28(7), pages 1285-1301, November.
    55. Jaideep Anand & Harbir Singh, 1997. "Asset Redeployment, Acquisitions And Corporate Strategy In Declining Industries," Strategic Management Journal, Wiley Blackwell, vol. 18(S1), pages 99-118, July.
    56. Ralph Hamann & Lulamile Makaula & Gina Ziervogel & Clifford Shearing & Alan Zhang, 2020. "Strategic Responses to Grand Challenges: Why and How Corporations Build Community Resilience," Journal of Business Ethics, Springer, vol. 161(4), pages 835-853, February.
    57. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    58. Martina K. Linnenluecke & Andrew Griffiths & Monika I. Winn, 2013. "Firm and industry adaptation to climate change: a review of climate adaptation studies in the business and management field," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 4(5), pages 397-416, September.
    59. Ashish Arora & Sharon Belenzon & Andrea Patacconi, 2018. "The decline of science in corporate R&D," Strategic Management Journal, Wiley Blackwell, vol. 39(1), pages 3-32, January.
    60. Juan Alcácer & Minyuan Zhao, 2012. "Local R&D Strategies and Multilocation Firms: The Role of Internal Linkages," Management Science, INFORMS, vol. 58(4), pages 734-753, April.
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    Keywords

    adaptive strategies; air pollution; firm value; innovation; R&D human capital composition;
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