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The effect of innovation-driven development on pollution reduction: Empirical evidence from a quasi-natural experiment in China

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  • Gao, Kang
  • Yuan, Yijun

Abstract

Under the dual pressures of slowing economic growth and increasing environmental pollution in China, there is no doubt that relying on innovation to promote pollution reduction is the key to achieving compatible development between economic growth and environmental quality. Since previous studies have mostly explored the relationship between the two from the perspective of technological innovation, the endogeneity problem makes the research results lack credibility. This study attempts to fill this gap. Constructing a quasi-natural experiment based on the national innovative city policy, this study explores the impact and mechanism of innovation-driven development on pollution reduction using propensity score matching(PSM) and difference-in-differences(DID) models. The results demonstrate that the construction of national innovative cities has a positive effect on the reduction of pollution emissions intensity, which is mainly achieved through the improvement of urban innovation level and industrial R&D personnel concentration but has not effectively promoted pollution reduction through the advanced industrial structure. Additionally, national innovative city policy exhibits heterogeneous effects on pollution reduction. Specifically, the pollution reduction effect of big cities is weaker than that of small and medium-sized cities. The greater the manufacturing scale and the degree of financial support for science and technology, the stronger the pollution reduction effects. The pollution reduction effect shows a non-linear mechanism as pollution emissions intensity increases, and the overall trend is upward. Accordingly, corresponding policy recommendations are put forward based on the current weakness.

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  • Gao, Kang & Yuan, Yijun, 2021. "The effect of innovation-driven development on pollution reduction: Empirical evidence from a quasi-natural experiment in China," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
  • Handle: RePEc:eee:tefoso:v:172:y:2021:i:c:s0040162521004790
    DOI: 10.1016/j.techfore.2021.121047
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    as
    1. Grimaud, Andre, 1999. "Pollution Permits and Sustainable Growth in a Schumpeterian Model," Journal of Environmental Economics and Management, Elsevier, vol. 38(3), pages 249-266, November.
    2. Glaeser, Edward L. & Kahn, Matthew E., 2010. "The greenness of cities: Carbon dioxide emissions and urban development," Journal of Urban Economics, Elsevier, vol. 67(3), pages 404-418, May.
    3. Allen Blackman & Arne Kildegaard, 2010. "Clean technological change in developing-country industrial clusters: Mexican leather tanning," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 12(3), pages 115-132, September.
    4. Smulders, Sjak & Tsur, Yacov & Zemel, Amos, 2012. "Announcing climate policy: Can a green paradox arise without scarcity?," Journal of Environmental Economics and Management, Elsevier, vol. 64(3), pages 364-376.
    5. Jiang, Qichuan & Ma, Xuejiao, 2021. "Spillovers of environmental regulation on carbon emissions network," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    6. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    7. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    8. Wang, Wei-Zheng & Liu, Lan-Cui & Liao, Hua & Wei, Yi-Ming, 2021. "Impacts of urbanization on carbon emissions: An empirical analysis from OECD countries," Energy Policy, Elsevier, vol. 151(C).
    9. David L. Kelly, 2006. "Subsidies to Industry and the Environment," Working Papers 0602, University of Miami, Department of Economics.
    10. Maria Bas & Vanessa Strauss-Kahn, 2013. "Input-Trade Liberalization, Export Prices and Quality Upgrading," Working Papers hal-03460775, HAL.
    11. Matthew A. Cole & Robert J.R. Elliott & Jing Zhang, 2011. "Growth, Foreign Direct Investment, And The Environment: Evidence From Chinese Cities," Journal of Regional Science, Wiley Blackwell, vol. 51(1), pages 121-138, February.
    12. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    13. Gilles Duranton & Diego Puga, 2001. "Nursery Cities: Urban Diversity, Process Innovation, and the Life Cycle of Products," American Economic Review, American Economic Association, vol. 91(5), pages 1454-1477, December.
    14. Cole, Matthew A. & Elliott, Robert J.R. & Shimamoto, Kenichi, 2005. "Industrial characteristics, environmental regulations and air pollution: an analysis of the UK manufacturing sector," Journal of Environmental Economics and Management, Elsevier, vol. 50(1), pages 121-143, July.
    15. Ouyang, Xiaoling & Li, Qiong & Du, Kerui, 2020. "How does environmental regulation promote technological innovations in the industrial sector? Evidence from Chinese provincial panel data," Energy Policy, Elsevier, vol. 139(C).
    16. Judith M. Dean & Mary E. Lovely & Hua Wang, 2017. "Are foreign investors attracted to weak environmental regulations? Evaluating the evidence from China," World Scientific Book Chapters, in: Mary E Lovely (ed.), International Economic Integration and Domestic Performance, chapter 9, pages 155-167, World Scientific Publishing Co. Pte. Ltd..
    17. Anger, Annela, 2010. "Including aviation in the European emissions trading scheme: Impacts on the industry, CO2 emissions and macroeconomic activity in the EU," Journal of Air Transport Management, Elsevier, vol. 16(2), pages 100-105.
    18. Lee, Jaegul & Veloso, Francisco M. & Hounshell, David A., 2011. "Linking induced technological change, and environmental regulation: Evidence from patenting in the U.S. auto industry," Research Policy, Elsevier, vol. 40(9), pages 1240-1252.
    19. Feldman, Maryann P. & Audretsch, David B., 1999. "Innovation in cities:: Science-based diversity, specialization and localized competition," European Economic Review, Elsevier, vol. 43(2), pages 409-429, February.
    20. Bu, Maoliang & Li, Shuang & Jiang, Lei, 2019. "Foreign direct investment and energy intensity in China: Firm-level evidence," Energy Economics, Elsevier, vol. 80(C), pages 366-376.
    21. Stavins Robert N., 1995. "Transaction Costs and Tradeable Permits," Journal of Environmental Economics and Management, Elsevier, vol. 29(2), pages 133-148, September.
    22. Ang, James B., 2009. "CO2 emissions, research and technology transfer in China," Ecological Economics, Elsevier, vol. 68(10), pages 2658-2665, August.
    23. Sheinbaum, Claudia & Ruíz, Belizza J. & Ozawa, Leticia, 2011. "Energy consumption and related CO2 emissions in five Latin American countries: Changes from 1990 to 2006 and perspectives," Energy, Elsevier, vol. 36(6), pages 3629-3638.
    24. Yuan, Huaxi & Feng, Yidai & Lee, Chien-Chiang & Cen, Yan, 2020. "How does manufacturing agglomeration affect green economic efficiency?," Energy Economics, Elsevier, vol. 92(C).
    25. Hans-Werner Sinn, 2008. "Public policies against global warming: a supply side approach," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 15(4), pages 360-394, August.
    26. repec:clg:wpaper:2008-02 is not listed on IDEAS
    27. Shen, Neng & Peng, Hui, 2021. "Can industrial agglomeration achieve the emission-reduction effect?," Socio-Economic Planning Sciences, Elsevier, vol. 75(C).
    28. Yang, Yuan & Cai, Wenjia & Wang, Can, 2014. "Industrial CO2 intensity, indigenous innovation and R&D spillovers in China’s provinces," Applied Energy, Elsevier, vol. 131(C), pages 117-127.
    29. 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.
    30. Wang, Ailun & Hu, Shuo & Lin, Boqiang, 2021. "Can environmental regulation solve pollution problems? Theoretical model and empirical research based on the skill premium," Energy Economics, Elsevier, vol. 94(C).
    31. Ciccone, Antonio & Hall, Robert E, 1996. "Productivity and the Density of Economic Activity," American Economic Review, American Economic Association, vol. 86(1), pages 54-70, March.
    32. Hugo Pinto & João Guerreiro, 2010. "Innovation regional planning and latent dimensions: the case of the Algarve region," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 44(2), pages 315-329, April.
    33. Vandenberghe, V. & Robin, S., 2004. "Evaluating the effectiveness of private education across countries: a comparison of methods," Labour Economics, Elsevier, vol. 11(4), pages 487-506, August.
    34. Facundo Albornoz & Matthew A. Cole & Robert J. R. Elliott & Marco G. Ercolani, 2009. "In Search of Environmental Spillovers," The World Economy, Wiley Blackwell, vol. 32(1), pages 136-163, January.
    35. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    36. Forslid, Rikard & Okubo, Toshihiro & Ulltveit-Moe, Karen Helene, 2018. "Why are firms that export cleaner? International trade, abatement and environmental emissions," Journal of Environmental Economics and Management, Elsevier, vol. 91(C), pages 166-183.
    37. Daniela Marconi, 2012. "Environmental Regulation and Revealed Comparative Advantages in Europe: Is China a Pollution Haven?," Review of International Economics, Wiley Blackwell, vol. 20(3), pages 616-635, August.
    38. Karkalakos, Sotiris, 2010. "Capital Heterogeneity, Industrial Clusters and Environmental Consciousness," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 25, pages 353-375.
    39. Easwaran Narassimhan & Kelly S. Gallagher & Stefan Koester & Julio Rivera Alejo, 2018. "Carbon pricing in practice: a review of existing emissions trading systems," Climate Policy, Taylor & Francis Journals, vol. 18(8), pages 967-991, September.
    40. Verhoef, Erik T. & Nijkamp, Peter, 2002. "Externalities in urban sustainability: Environmental versus localization-type agglomeration externalities in a general spatial equilibrium model of a single-sector monocentric industrial city," Ecological Economics, Elsevier, vol. 40(2), pages 157-179, February.
    41. Arik Levinson & M. Scott Taylor, 2008. "Unmasking The Pollution Haven Effect," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(1), pages 223-254, February.
    42. Zhang, Wei & Li, Jing & Li, Guoxiang & Guo, Shucen, 2020. "Emission reduction effect and carbon market efficiency of carbon emissions trading policy in China," Energy, Elsevier, vol. 196(C).
    43. Gehrsitz, Markus, 2017. "The effect of low emission zones on air pollution and infant health," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 121-144.
    44. Cao, Jing & Karplus, Valerie J., 2014. "Firm-level determinants of energy and carbon intensity in China," Energy Policy, Elsevier, vol. 75(C), pages 167-178.
    45. Dai, Mi & Maitra, Madhura & Yu, Miaojie, 2016. "Unexceptional exporter performance in China? The role of processing trade," Journal of Development Economics, Elsevier, vol. 121(C), pages 177-189.
    46. Bastola, Umesh & Sapkota, Pratikshya, 2015. "Relationships among energy consumption, pollution emission, and economic growth in Nepal," Energy, Elsevier, vol. 80(C), pages 254-262.
    47. Nguyen, Dinh Hoa & Chapman, Andrew & Farabi-Asl, Hadi, 2019. "Nation-wide emission trading model for economically feasible carbon reduction in Japan," Applied Energy, Elsevier, vol. 255(C).
    48. Zhengge Tu & Renjun Shen, 2014. "Can China’s Industrial SO 2 Emissions Trading Pilot Scheme Reduce Pollution Abatement Costs?," Sustainability, MDPI, vol. 6(11), pages 1-25, October.
    49. Natalia Zugravu-Soilita, 2017. "How does Foreign Direct Investment Affect Pollution? Toward a Better Understanding of the Direct and Conditional Effects," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 66(2), pages 293-338, February.
    50. Li, Xuehui & Xu, Yangyang & Yao, Xin, 2021. "Effects of industrial agglomeration on haze pollution: A Chinese city-level study," Energy Policy, Elsevier, vol. 148(PA).
    51. Yu, Shiwei & Zhang, Junjie & Zheng, Shuhong & Sun, Han, 2015. "Provincial carbon intensity abatement potential estimation in China: A PSO–GA-optimized multi-factor environmental learning curve method," Energy Policy, Elsevier, vol. 77(C), pages 46-55.
    52. 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.
    53. Cheng, Zhonghua & Li, Lianshui & Liu, Jun, 2018. "Industrial structure, technical progress and carbon intensity in China's provinces," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2935-2946.
    54. Zhao, Jun & Shahbaz, Muhammad & Dong, Xiucheng & Dong, Kangyin, 2021. "How does financial risk affect global CO2 emissions? The role of technological innovation," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    55. Lu, Jiangyong & Lu, Yi & Tao, Zhigang, 2010. "Exporting behavior of foreign affiliates: Theory and evidence," Journal of International Economics, Elsevier, vol. 81(2), pages 197-205, July.
    56. Jin Guo & Yingzhi Xu & Zhengning Pu, 2016. "Urbanization and Its Effects on Industrial Pollutant Emissions: An Empirical Study of a Chinese Case with the Spatial Panel Model," Sustainability, MDPI, vol. 8(8), pages 1-15, August.
    57. Francesco Cinnirella & Jochen Streb, 2017. "The role of human capital and innovation in economic development: evidence from post-Malthusian Prussia," Journal of Economic Growth, Springer, vol. 22(2), pages 193-227, June.
    58. Sadorsky, Perry, 2013. "Do urbanization and industrialization affect energy intensity in developing countries?," Energy Economics, Elsevier, vol. 37(C), pages 52-59.
    59. Xie, Rui & Wei, Dihan & Han, Feng & Lu, Yue & Fang, Jiayu & Liu, Yu & Wang, Junfeng, 2019. "The effect of traffic density on smog pollution: Evidence from Chinese cities," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 421-427.
    60. Werner Antweiler & Brian R. Copeland & M. Scott Taylor, 2001. "Is Free Trade Good for the Environment?," American Economic Review, American Economic Association, vol. 91(4), pages 877-908, September.
    61. Siqi Zheng & Matthew E. Kahn, 2013. "Understanding China's Urban Pollution Dynamics," Journal of Economic Literature, American Economic Association, vol. 51(3), pages 731-772, September.
    62. Yoshiaki Ushifusa & Akinori Tomohara, 2013. "Productivity and Labor Density: Agglomeration Effects over Time," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 41(2), pages 123-132, June.
    63. Stranlund, John K., 1997. "Public Technological Aid to Support Compliance to Environmental Standards," Journal of Environmental Economics and Management, Elsevier, vol. 34(3), pages 228-239, November.
    64. Dirk Willem te Velde & Justin Lin & Célestin Monga & Suresh D. Tendulkar & Alice Amsden & K. Y. Amoako & Howard Pack & Wonhyuk Lim, 2011. "DPR Debate: Growth Identification and Facilitation: The Role of the State in the Dynamics of Structural Change," Development Policy Review, Overseas Development Institute, vol. 29(3), pages 259-310, May.
    65. Bas, Maria & Strauss-Kahn, Vanessa, 2015. "Input-trade liberalization, export prices and quality upgrading," Journal of International Economics, Elsevier, vol. 95(2), pages 250-262.
    66. Hu, Yucai & Ren, Shenggang & Wang, Yangjie & Chen, Xiaohong, 2020. "Can carbon emission trading scheme achieve energy conservation and emission reduction? Evidence from the industrial sector in China," Energy Economics, Elsevier, vol. 85(C).
    67. Michael E. Porter & Claas van der Linde, 1995. "Toward a New Conception of the Environment-Competitiveness Relationship," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 97-118, Fall.
    68. Jiang, Mingrui & Luo, Sumei & Zhou, Guangyou, 2020. "Financial development, OFDI spillovers and upgrading of industrial structure," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
    69. Du, Kerui & Li, Pengzhen & Yan, Zheming, 2019. "Do green technology innovations contribute to carbon dioxide emission reduction? Empirical evidence from patent data," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 297-303.
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