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Green technology innovation and financial development: Do environmental regulation and innovation output matter?

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  • Lv, Chengchao
  • Shao, Changhua
  • Lee, Chien-Chiang

Abstract

This research combines the DEA-SBM (Data Envelopment Analysis-Super Slack Based Measure) model and GML (Global Malmquist-Luenberger) index to measure the efficiency of green technology innovation in 30 provinces of China from 2003 to 2017. It uses financial structure, financial scale, and financial efficiency to describe the degree of financial development and examines the relationship between financial development and green technology innovation. We further analyze the moderating effect of environmental regulation and the mediating effect of innovation output, first offering evidence that there are differences in the impact of financial structure, financial scale, and financial efficiency on green technology innovation. Second, financial structure is conducive to the development of green technology innovation, while financial scale and financial efficiency have a negative impact on green technology innovation. Third, environmental regulation plays a positive role as a moderating effect between financial structure and green technology innovation, but a negative role as a moderating effect between financial efficiency and green technology innovation. Fourth, innovation output has a mediating role between financial development and green technology innovation. Finally, there is an integrated boundary role that environmental regulation has between financial development, innovation output, and green technology innovation.

Suggested Citation

  • Lv, Chengchao & Shao, Changhua & Lee, Chien-Chiang, 2021. "Green technology innovation and financial development: Do environmental regulation and innovation output matter?," Energy Economics, Elsevier, vol. 98(C).
  • Handle: RePEc:eee:eneeco:v:98:y:2021:i:c:s0140988321001420
    DOI: 10.1016/j.eneco.2021.105237
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    as
    1. Paul Lanoie & Michel Patry & Richard Lajeunesse, 2008. "Environmental regulation and productivity: testing the porter hypothesis," Journal of Productivity Analysis, Springer, vol. 30(2), pages 121-128, October.
    2. Färe, Rolf & Grosskopf, Shawna, 2010. "Directional distance functions and slacks-based measures of efficiency: Some clarifications," European Journal of Operational Research, Elsevier, vol. 206(3), pages 702-702, November.
    3. Rubashkina, Yana & Galeotti, Marzio & Verdolini, Elena, 2015. "Environmental regulation and competitiveness: Empirical evidence on the Porter Hypothesis from European manufacturing sectors," Energy Policy, Elsevier, vol. 83(C), pages 288-300.
    4. Giuliano, Paola & Ruiz-Arranz, Marta, 2009. "Remittances, financial development, and growth," Journal of Development Economics, Elsevier, vol. 90(1), pages 144-152, September.
    5. Dong-hyun Oh, 2010. "A global Malmquist-Luenberger productivity index," Journal of Productivity Analysis, Springer, vol. 34(3), pages 183-197, December.
    6. Tadesse, Solomon, 2002. "Financial Architecture and Economic Performance: International Evidence," Journal of Financial Intermediation, Elsevier, vol. 11(4), pages 429-454, October.
    7. Guan, Jiancheng & Chen, Kaihua, 2012. "Modeling the relative efficiency of national innovation systems," Research Policy, Elsevier, vol. 41(1), pages 102-115.
    8. Wagner, Marcus, 2007. "On the relationship between environmental management, environmental innovation and patenting: Evidence from German manufacturing firms," Research Policy, Elsevier, vol. 36(10), pages 1587-1602, December.
    9. Brian R. Copeland & M. Scott Taylor, 2004. "Trade, Growth, and the Environment," Journal of Economic Literature, American Economic Association, vol. 42(1), pages 7-71, March.
    10. Abay Mulatu, 2017. "The Structure of UK Outbound FDI and Environmental Regulation," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 68(1), pages 65-96, September.
    11. Yuan, Huaxi & Feng, Yidai & Lee, Chien-Chiang & Cen, Yan, 2020. "How does manufacturing agglomeration affect green economic efficiency?," Energy Economics, Elsevier, vol. 92(C).
    12. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    13. Shu Keng & Chien‐Chiang Lee & Weiping Li & Jim Huangnan Shen, 2020. "Bilateral Rent‐Seeking And Growth Of Fdi Inflow In China: Theory And Evidence," Contemporary Economic Policy, Western Economic Association International, vol. 38(2), pages 359-379, April.
    14. Yuquing Xing & Charles Kolstad, 2002. "Do Lax Environmental Regulations Attract Foreign Investment?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 21(1), pages 1-22, January.
    15. Yan, Zheming & Zou, Baoling & Du, Kerui & Li, Ke, 2020. "Do renewable energy technology innovations promote China's green productivity growth? Fresh evidence from partially linear functional-coefficient models," Energy Economics, Elsevier, vol. 90(C).
    16. Zhou, Yan & Xing, Xinpeng & Fang, Kuangnan & Liang, Dapeng & Xu, Chunlin, 2013. "Environmental efficiency analysis of power industry in China based on an entropy SBM model," Energy Policy, Elsevier, vol. 57(C), pages 68-75.
    17. Wang, Yun & Sun, Xiaohua & Guo, Xu, 2019. "Environmental regulation and green productivity growth: Empirical evidence on the Porter Hypothesis from OECD industrial sectors," Energy Policy, Elsevier, vol. 132(C), pages 611-619.
    18. Yeh, Chih-Chuan & Huang, Ho-Chuan (River) & Lin, Pei-Chien, 2013. "Financial structure on growth and volatility," Economic Modelling, Elsevier, vol. 35(C), pages 391-400.
    19. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    20. Wu, Haitao & Hao, Yu & Ren, Siyu, 2020. "How do environmental regulation and environmental decentralization affect green total factor energy efficiency: Evidence from China," Energy Economics, Elsevier, vol. 91(C).
    21. Chakraborty, Pavel & Chatterjee, Chirantan, 2017. "Does environmental regulation indirectly induce upstream innovation? New evidence from India," Research Policy, Elsevier, vol. 46(5), pages 939-955.
    22. Ouyang, Xiaoling & Zhuang, Wuxu & Sun, Chuanwang, 2019. "Haze, health, and income: An integrated model for willingness to pay for haze mitigation in Shanghai, China," Energy Economics, Elsevier, vol. 84(C).
    23. Pan, Xiongfeng & Uddin, Md. Kamal & Han, Cuicui & Pan, Xianyou, 2019. "Dynamics of financial development, trade openness, technological innovation and energy intensity: Evidence from Bangladesh," Energy, Elsevier, vol. 171(C), pages 456-464.
    24. Chintrakarn, Pandej, 2008. "Environmental regulation and U.S. states' technical inefficiency," Economics Letters, Elsevier, vol. 100(3), pages 363-365, September.
    25. Guanchun Liu, Yuanyuan Liu, and Chien-Chiang Lee, 2020. "Growth Sources of Green Economy and Energy Consumption in China: New Evidence Accounting for Heterogeneous Regimes," The Energy Journal, International Association for Energy Economics, vol. 0(Number 6), pages 33-54.
    26. Zhao, Jing & Zhao, Ziru & Zhang, Huan, 2021. "The impact of growth, energy and financial development on environmental pollution in China: New evidence from a spatial econometric analysis," Energy Economics, Elsevier, vol. 93(C).
    27. Mark Crosby, 2000. "Patents, Innovation and Growth," The Economic Record, The Economic Society of Australia, vol. 76(234), pages 255-262, September.
    28. Lee, Chien-Chiang & Wang, Chih-Wei, 2021. "Firms' cash reserve, financial constraint, and geopolitical risk," Pacific-Basin Finance Journal, Elsevier, vol. 65(C).
    29. Hao, Yu & Wang, Ling-Ou & Lee, Chien-Chiang, 2020. "Financial development, energy consumption and China's economic growth: New evidence from provincial panel data," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 1132-1151.
    30. David M. Konisky, 2007. "Regulatory Competition and Environmental Enforcement: Is There a Race to the Bottom?," American Journal of Political Science, John Wiley & Sons, vol. 51(4), pages 853-872, October.
    31. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    32. Hu, May & Zhang, Jing & Chao, Chichur, 2019. "Regional financial efficiency and its non-linear effects on economic growth in China," International Review of Economics & Finance, Elsevier, vol. 59(C), pages 193-206.
    33. Chiu, Yi-Bin & Lee, Chien-Chiang, 2019. "Financial development, income inequality, and country risk," Journal of International Money and Finance, Elsevier, vol. 93(C), pages 1-18.
    34. Wen, Huwei & Lee, Chien-Chiang & Zhou, Fengxiu, 2021. "Green credit policy, credit allocation efficiency and upgrade of energy-intensive enterprises," Energy Economics, Elsevier, vol. 94(C).
    35. Langpap, Christian & Shimshack, Jay P., 2010. "Private citizen suits and public enforcement: Substitutes or complements?," Journal of Environmental Economics and Management, Elsevier, vol. 59(3), pages 235-249, May.
    36. Stiglitz, Joseph E, 1985. "Credit Markets and the Control of Capital," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 17(2), pages 133-152, May.
    37. Chiu, Yi-Bin & Lee, Chien-Chiang, 2020. "Effects of financial development on energy consumption: The role of country risks," Energy Economics, Elsevier, vol. 90(C).
    38. Albrizio, Silvia & Kozluk, Tomasz & Zipperer, Vera, 2017. "Environmental policies and productivity growth: Evidence across industries and firms," Journal of Environmental Economics and Management, Elsevier, vol. 81(C), pages 209-226.
    39. Hamamoto, Mitsutsugu, 2006. "Environmental regulation and the productivity of Japanese manufacturing industries," Resource and Energy Economics, Elsevier, vol. 28(4), pages 299-312, November.
    40. Färe, Rolf & Grosskopf, Shawna, 2010. "Directional distance functions and slacks-based measures of efficiency," European Journal of Operational Research, Elsevier, vol. 200(1), pages 320-322, January.
    41. 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.
    42. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    43. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    44. Yu-Ying Lin, Eugene & Chen, Ping-Yu & Chen, Chi-Chung, 2013. "Measuring green productivity of country: A generlized metafrontier Malmquist productivity index approach," Energy, Elsevier, vol. 55(C), pages 340-353.
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