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Smart city and green development: Empirical evidence from the perspective of green technological innovation

Author

Listed:
  • Yan, Zheming
  • Sun, Zao
  • Shi, Rui
  • Zhao, Minjuan

Abstract

The smart city emerges as an innovation-driven strategy to achieve green development. While a large body of existing literature has assessed the environmental performance of the smart city, rarely does literature investigate the effect of smart city on green technological innovation, an essential part of and path to green development. This paper analyzes the impact of the smart city on green technological innovation through the Multi-period DID approach, using a dataset of Chinese prefecture-level cities from 2003 to 2016. The baseline results show that smart city can promote green technological innovation. The heterogeneous tests show that the smart city's green technological innovation effects are heterogeneous by geographic location, urban population size, economic development level, and information facilities infrastructure. Moreover, the paper explores the role of green technological innovation as an essential mechanism of the other aspects of green development. The mediating effect analyses show that smart city can promote urban industry structure upgrading and green efficiency through green technological innovation.

Suggested Citation

  • Yan, Zheming & Sun, Zao & Shi, Rui & Zhao, Minjuan, 2023. "Smart city and green development: Empirical evidence from the perspective of green technological innovation," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    • Handle: RePEc:eee:tefoso:v:191:y:2023:i:c:s0040162523001920
    DOI: 10.1016/j.techfore.2023.122507
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    as
    1. Lin, Boqiang & Du, Zhili, 2017. "Can urban rail transit curb automobile energy consumption?," Energy Policy, Elsevier, vol. 105(C), pages 120-127.
    2. Nicos Komninos, 2016. "Smart environments and smart growth: connecting innovation strategies and digital growth strategies," International Journal of Knowledge-Based Development, Inderscience Enterprises Ltd, vol. 7(3), pages 240-263.
    3. Lee, Changhun & Lim, Chiehyeon, 2021. "From technological development to social advance: A review of Industry 4.0 through machine learning," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    4. Yann Ménière & Antoine Dechezleprêtre & Matthieu Glachant & Ivan Hascic & N. Johnstone, 2011. "Invention and transfer of climate change mitigation technologies: a study drawing on patent data," Post-Print hal-00869795, HAL.
    5. Antoine Dechezleprêtre & Matthieu Glachant & Ivan Haščič & Nick Johnstone & Yann Ménière, 2011. "Invention and Transfer of Climate Change--Mitigation Technologies: A Global Analysis," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 5(1), pages 109-130, Winter.
    6. Sher Jahan Khan & Amandeep Dhir & Vinit Parida & Armando Papa, 2021. "Past, present, and future of green product innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 4081-4106, December.
    7. Wu, Linfei & Sun, Liwen & Chang, Qing & Zhang, Die & Qi, Peixiao, 2022. "How do digitalization capabilities enable open innovation in manufacturing enterprises? A multiple case study based on resource integration perspective," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    8. Du, Kerui & Cheng, Yuanyuan & Yao, Xin, 2021. "Environmental regulation, green technology innovation, and industrial structure upgrading: The road to the green transformation of Chinese cities," Energy Economics, Elsevier, vol. 98(C).
    9. Daron Acemoglu & Ufuk Akcigit & Douglas Hanley & William Kerr, 2016. "Transition to Clean Technology," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 52-104.
    10. Edward L. Glaeser & Glenn Ellison, 1999. "The Geographic Concentration of Industry: Does Natural Advantage Explain Agglomeration?," American Economic Review, American Economic Association, vol. 89(2), pages 311-316, May.
    11. Walsh, P.P. & Murphy, E. & Horan, D., 2020. "The role of science, technology and innovation in the UN 2030 agenda," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    12. Zhang, Hongyan & Gao, Shuaizhi & Zhou, Peng, 2023. "Role of digitalization in energy storage technological innovation: Evidence from China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 171(C).
    13. 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.
    14. Guo, Qingbin & Wang, Yong & Dong, Xiaobin, 2022. "Effects of smart city construction on energy saving and CO2 emission reduction: Evidence from China," Applied Energy, Elsevier, vol. 313(C).
    15. Parisi, Maria Laura & Schiantarelli, Fabio & Sembenelli, Alessandro, 2006. "Productivity, innovation and R&D: Micro evidence for Italy," European Economic Review, Elsevier, vol. 50(8), pages 2037-2061, November.
    16. Nilssen, Maja, 2019. "To the smart city and beyond? Developing a typology of smart urban innovation," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 98-104.
    17. David Popp, 2012. "The Role of Technological Change in Green Growth," NBER Working Papers 18506, National Bureau of Economic Research, Inc.
    18. Philippe Aghion & Antoine Dechezleprêtre & David Hémous & Ralf Martin & John Van Reenen, 2016. "Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 1-51.
    19. Yu, Yantuan & Zhang, Ning, 2021. "Low-carbon city pilot and carbon emission efficiency: Quasi-experimental evidence from China," Energy Economics, Elsevier, vol. 96(C).
    20. John Baffes & Alain Kabundi & Peter Nagle, 2022. "The role of income and substitution in commodity demand [Modelling OECD industrial energy demand: asymmetric price responses and energy-saving technical change]," Oxford Economic Papers, Oxford University Press, vol. 74(2), pages 498-522.
    21. Joyeeta Gupta & Courtney Vegelin, 2016. "Sustainable development goals and inclusive development," International Environmental Agreements: Politics, Law and Economics, Springer, vol. 16(3), pages 433-448, June.
    22. Yigitcanlar, Tan & Kamruzzaman, Md., 2018. "Does smart city policy lead to sustainability of cities?," Land Use Policy, Elsevier, vol. 73(C), pages 49-58.
    23. David Popp, 2002. "Induced Innovation and Energy Prices," American Economic Review, American Economic Association, vol. 92(1), pages 160-180, March.
    24. Su, Yi & Fan, Qi-ming, 2022. "Renewable energy technology innovation, industrial structure upgrading and green development from the perspective of China's provinces," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    25. Popp, David, 2012. "The role of technological change in green growth," Policy Research Working Paper Series 6239, The World Bank.
    26. Xiangzheng Deng & Jikun Huang & Scott Rozelle & Emi Uchida, 2010. "Economic Growth and the Expansion of Urban Land in China," Urban Studies, Urban Studies Journal Limited, vol. 47(4), pages 813-843, April.
    27. Bernardo, Valeria & Fageda, Xavier, 2017. "The effects of the Morocco-European Union open skies agreement: A difference-in-differences analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 98(C), pages 24-41.
    28. Shen, Yuchen & Ren, Xiaoping, 2023. "Digital finance and upgrading of industrial structure: Prefecture-level evidence from China," Finance Research Letters, Elsevier, vol. 55(PB).
    29. Daron Acemoglu & Philippe Aghion & Leonardo Bursztyn & David Hemous, 2012. "The Environment and Directed Technical Change," American Economic Review, American Economic Association, vol. 102(1), pages 131-166, February.
    30. Zhu, Minglei & Huang, Haiyan & Ma, Weiwen, 2023. "Transformation of natural resource use: Moving towards sustainability through ICT-based improvements in green total factor energy efficiency," Resources Policy, Elsevier, vol. 80(C).
    31. Stern, Nicholas & Sivropoulos-Valero, Anna Valero, 2021. "Innovation, growth and the transition to net-zero emissions," LSE Research Online Documents on Economics 114385, London School of Economics and Political Science, LSE Library.
    32. Dasgupta,Susmita & Lall,Somik V. & Wheeler,David R., 2021. "Urban CO2 Emissions : A Global Analysis with New Satellite Data," Policy Research Working Paper Series 9845, The World Bank.
    33. Minzhe Du & Jorge Antunes & Peter Wanke & Zhongfei Chen, 2022. "Ecological efficiency assessment under the construction of low-carbon city: a perspective of green technology innovation," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 65(9), pages 1727-1752, July.
    34. Kummitha, Rama Krishna Reddy & Crutzen, Nathalie, 2019. "Smart cities and the citizen-driven internet of things: A qualitative inquiry into an emerging smart city," Technological Forecasting and Social Change, Elsevier, vol. 140(C), pages 44-53.
    35. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    36. Caragliu, Andrea & Del Bo, Chiara F., 2019. "Smart innovative cities: The impact of Smart City policies on urban innovation," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 373-383.
    37. 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).
    38. Wang, Jinxiu & Deng, Kun, 2022. "Impact and mechanism analysis of smart city policy on urban innovation: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 574-587.
    39. Tang, Chang & Xu, Yuanyuan & Hao, Yu & Wu, Haitao & Xue, Yan, 2021. "What is the role of telecommunications infrastructure construction in green technology innovation? A firm-level analysis for China," Energy Economics, Elsevier, vol. 103(C).
    40. Ivan Haščič & Mauro Migotto, 2015. "Measuring environmental innovation using patent data," OECD Environment Working Papers 89, OECD Publishing.
    41. Nicholas Stern & Anna Valero, 2021. "Innovation, growth and the transition to net-zero emissions," CEP Discussion Papers dp1773, Centre for Economic Performance, LSE.
    42. Stern, Nicholas & Valero, Anna, 2021. "Innovation, growth and the transition to net-zero emissions," Research Policy, Elsevier, vol. 50(9).
    43. 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).
    44. 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).
    45. Linde, Lina & Sjödin, David & Parida, Vinit & Wincent, Joakim, 2021. "Dynamic capabilities for ecosystem orchestrationA capability-based framework for smart city innovation initiatives," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    46. Luca Mora & Mark Deakin & Yusuf Aina & Francesco Paolo Appio, 2019. "Smart City Development: ICT Innovation for Urban Sustainability," Post-Print halshs-02292344, HAL.
    47. 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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