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Does green innovation induce green total factor productivity? Novel findings from Chinese city level data

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  • Zhao, Xin
  • Nakonieczny, Joanna
  • Jabeen, Fauzia
  • Shahzad, Umer
  • Jia, Wenxing

Abstract

Improving green total factor productivity (GTFP) is an important way to promote high-quality economic development. The “innovation dividend” based on green innovation is the key to enhancing green TFP. In this study, the effect of green innovation on GTFP in cities was empirically investigated. The results show that: (1) after including year and city-fixed effects and clustering over time and individuals, green innovation has a significant positive effect on GTFP. Financial development, population density, and environmental regulation correlate significantly negatively with GTFP, whereas urbanization promotes GTFP; (2) the effect of green innovation is more pronounced in the eastern region. The effect of green innovation on GTFP is more significant in non-resource-based cities or cities with higher levels of economic development or more government intervention; (3) the effect of green innovation on GTFP may be affected by the upgrading of industrial structure and innovation factor agglomeration. Cities where GTFP increases first have a first-mover advantage. After adding spatial factors to the model, a notable “positive spillover effect” of GTFP improvement can be observed in neighboring cities.

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  • Zhao, Xin & Nakonieczny, Joanna & Jabeen, Fauzia & Shahzad, Umer & Jia, Wenxing, 2022. "Does green innovation induce green total factor productivity? Novel findings from Chinese city level data," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    • Handle: RePEc:eee:tefoso:v:185:y:2022:i:c:s004016252200542x
    DOI: 10.1016/j.techfore.2022.122021
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Gibbons, Stephen & Lyytikäinen, Teemu & Overman, Henry G. & Sanchis-Guarner, Rosa, 2019. "New road infrastructure: The effects on firms," Journal of Urban Economics, Elsevier, vol. 110(C), pages 35-50.
    3. Zoltan J. Acs & Attila Varga, 2008. "Geography, Endogenous Growth, and Innovation," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 12, pages 152-168, Edward Elgar Publishing.
    4. Zhijun Feng & Wei Chen, 2018. "Environmental Regulation, Green Innovation, and Industrial Green Development: An Empirical Analysis Based on the Spatial Durbin Model," Sustainability, MDPI, vol. 10(1), pages 1-22, January.
    5. Manuel Pedro Rodríguez Bolívar & Andrés Navarro Galera & Laura Alcaide Muñoz & María Deseada López Subirés, 2016. "Risk Factors and Drivers of Financial Sustainability in Local Government: An Empirical Study," Local Government Studies, Taylor & Francis Journals, vol. 42(1), pages 29-51, January.
    6. Thijs ten Raa & Victoria Shestalova, 2021. "The Solow Residual, Domar Aggregation, and Inefficiency: A Synthesis of TFP Measures," World Scientific Book Chapters, in: Efficiency and Input-Output Analyses Theory and Applications, chapter 2, pages 23-38, World Scientific Publishing Co. Pte. Ltd..
    7. Combes, Pierre-Philippe, 2000. "Economic Structure and Local Growth: France, 1984-1993," Journal of Urban Economics, Elsevier, vol. 47(3), pages 329-355, May.
    8. Zheng, Mingbo & Feng, Gen-Fu & Jang, Chyi-Lu & Chang, Chun-Ping, 2021. "Terrorism and green innovation in renewable energy," Energy Economics, Elsevier, vol. 104(C).
    9. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    10. Chen, Jing & Zhou, Chunshan & Wang, Shaojian & Li, Shijie, 2018. "Impacts of energy consumption structure, energy intensity, economic growth, urbanization on PM2.5 concentrations in countries globally," Applied Energy, Elsevier, vol. 230(C), pages 94-105.
    11. Ufuk Akcigit & Salomé Baslandze & Stefanie Stantcheva, 2016. "Taxation and the International Mobility of Inventors," American Economic Review, American Economic Association, vol. 106(10), pages 2930-2981, October.
    12. John S. Liu & Louis Y. Y. Lu & Wen-Min Lu, 2016. "Research Fronts and Prevailing Applications in Data Envelopment Analysis," International Series in Operations Research & Management Science, in: Joe Zhu (ed.), Data Envelopment Analysis, chapter 0, pages 543-574, Springer.
    13. Philippe Aghion & Ufuk Akcigit & Antonin Bergeaud & Richard Blundell & David Hemous, 2019. "Innovation and Top Income Inequality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(1), pages 1-45.
    14. Wurlod, Jules-Daniel & Noailly, Joëlle, 2018. "The impact of green innovation on energy intensity: An empirical analysis for 14 industrial sectors in OECD countries," Energy Economics, Elsevier, vol. 71(C), pages 47-61.
    15. Raphael Calel & Antoine Dechezleprêtre, 2016. "Environmental Policy and Directed Technological Change: Evidence from the European Carbon Market," The Review of Economics and Statistics, MIT Press, vol. 98(1), pages 173-191, March.
    16. Song, Malin & Peng, Licheng & Shang, Yuping & Zhao, Xin, 2022. "Green technology progress and total factor productivity of resource-based enterprises: A perspective of technical compensation of environmental regulation," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    17. 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.
    18. Saira Begum & Muhammad Ashfaq & Enjun Xia & Usama Awan, 2022. "Does green transformational leadership lead to green innovation? The role of green thinking and creative process engagement," Business Strategy and the Environment, Wiley Blackwell, vol. 31(1), pages 580-597, January.
    19. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    20. Cheng, Ya & Awan, Usama & Ahmad, Shabbir & Tan, Zhixiong, 2021. "How do technological innovation and fiscal decentralization affect the environment? A story of the fourth industrial revolution and sustainable growth," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    21. Dariush Khezrimotlagh & Yao Chen, 2018. "Data Envelopment Analysis," International Series in Operations Research & Management Science, in: Decision Making and Performance Evaluation Using Data Envelopment Analysis, chapter 0, pages 217-234, Springer.
    22. Sam Youl Lee & Richard Florida & Gary Gates, 2010. "Innovation, Human Capital, and Creativity," International Review of Public Administration, Taylor & Francis Journals, vol. 14(3), pages 13-24, January.
    23. 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.
    24. Hummera Saleem & Malik Shahzad & Muhammad Bilal Khan & Bashir Ahmad Khilji, 2019. "Innovation, total factor productivity and economic growth in Pakistan: a policy perspective," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 8(1), pages 1-18, December.
    25. J. Paul Elhorst, 2003. "Specification and Estimation of Spatial Panel Data Models," International Regional Science Review, , vol. 26(3), pages 244-268, July.
    26. Du, Kerui & Lin, Boqiang, 2017. "International comparison of total-factor energy productivity growth: A parametric Malmquist index approach," Energy, Elsevier, vol. 118(C), pages 481-488.
    27. Ramanathan, Ramakrishnan, 2005. "An analysis of energy consumption and carbon dioxide emissions in countries of the Middle East and North Africa," Energy, Elsevier, vol. 30(15), pages 2831-2842.
    28. Talwar, Shalini & Talwar, Manish & Kaur, Puneet & Dhir, Amandeep, 2020. "Consumers’ resistance to digital innovations: A systematic review and framework development," Australasian marketing journal, Elsevier, vol. 28(4), pages 286-299.
    29. Long Gen Ying, 2003. "Understanding China’s recent growth experience: A spatial econometric perspective," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 37(4), pages 613-628, December.
    30. Rennings, Klaus, 2000. "Redefining innovation -- eco-innovation research and the contribution from ecological economics," Ecological Economics, Elsevier, vol. 32(2), pages 319-332, February.
    31. Junming Zhu & Yichun Fan & Xinghua Deng & Lan Xue, 2019. "Low-carbon innovation induced by emissions trading in China," Nature Communications, Nature, vol. 10(1), pages 1-8, December.
    32. Chaudhary, Sanjay & Kaur, Puneet & Talwar, Shalini & Islam, Nazrul & Dhir, Amandeep, 2022. "Way off the mark? Open innovation failures: Decoding what really matters to chart the future course of action," Journal of Business Research, Elsevier, vol. 142(C), pages 1010-1025.
    33. Liu, John S. & Lu, Louis Y.Y. & Lu, Wen-Min, 2016. "Research fronts in data envelopment analysis," Omega, Elsevier, vol. 58(C), pages 33-45.
    34. Zhu, Xuehong & Chen, Ying & Feng, Chao, 2018. "Green total factor productivity of China's mining and quarrying industry: A global data envelopment analysis," Resources Policy, Elsevier, vol. 57(C), pages 1-9.
    35. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    36. Shao, Shuai & Yang, Lili, 2014. "Natural resource dependence, human capital accumulation, and economic growth: A combined explanation for the resource curse and the resource blessing," Energy Policy, Elsevier, vol. 74(C), pages 632-642.
    37. Jingjing Zeng & Dingjie Liu & Hongtao Yi, 2019. "Agglomeration, Structural Embeddedness, and Enterprises’ Innovation Performance: An Empirical Study of Wuhan Biopharmaceutical Industrial Cluster Network," Sustainability, MDPI, vol. 11(14), pages 1-15, July.
    38. 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.
    39. Shanzi Ke & Ming He & Chenhua Yuan, 2014. "Synergy and Co-agglomeration of Producer Services and Manufacturing: A Panel Data Analysis of Chinese Cities," Regional Studies, Taylor & Francis Journals, vol. 48(11), pages 1829-1841, November.
    40. Brun, J. F. & Combes, J. L. & Renard, M. F., 2002. "Are there spillover effects between coastal and noncoastal regions in China?," China Economic Review, Elsevier, vol. 13(2-3), pages 161-169.
    41. Xie, Rui & Fu, Wei & Yao, Siling & Zhang, Qi, 2021. "Effects of financial agglomeration on green total factor productivity in Chinese cities: Insights from an empirical spatial Durbin model," Energy Economics, Elsevier, vol. 101(C).
    42. Chen, Ku-Hsieh & Huang, Yi-Ju & Yang, Chih-Hai, 2009. "Analysis of regional productivity growth in China: A generalized metafrontier MPI approach," China Economic Review, Elsevier, vol. 20(4), pages 777-792, December.
    43. Chu, Zhen & Cheng, Mingwang & Yu, Ning Neil, 2021. "A smart city is a less polluted city," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    44. Xu, Le & Fan, Meiting & Yang, Lili & Shao, Shuai, 2021. "Heterogeneous green innovations and carbon emission performance: Evidence at China's city level," Energy Economics, Elsevier, vol. 99(C).
    45. Chen, Xu & Wang, Xiaojun & Zhou, Mingmei, 2019. "Firms’ green R&D cooperation behaviour in a supply chain: Technological spillover, power and coordination," International Journal of Production Economics, Elsevier, vol. 218(C), pages 118-134.
    46. Seongsoo Jang & Jinwon Kim & Max von Zedtwitz, 2017. "The importance of spatial agglomeration in product innovation: A microgeography perspective," Post-Print hal-02004347, HAL.
    47. Sayantan Khanra & Puneet Kaur & Rojers P Joseph & Ashish Malik & Amandeep Dhir, 2022. "A resource‐based view of green innovation as a strategic firm resource: Present status and future directions," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1395-1413, May.
    48. 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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    More about this item

    Keywords

    Green innovation; Green total factor productivity; Patent knowledge breadth; Malmquist–Luenberger index;
    All these keywords.

    JEL classification:

    • Q01 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - General - - - Sustainable Development
    • 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
    • H23 - Public Economics - - Taxation, Subsidies, and Revenue - - - Externalities; Redistributive Effects; Environmental Taxes and Subsidies

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