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Can smart city construction improve urban ecological total factor energy efficiency in China? Fresh evidence from generalized synthetic control method

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  • Dong, Feng
  • Li, Yangfan
  • Li, Kun
  • Zhu, Jiao
  • Zheng, Lu

Abstract

The smart city concept was proposed in the wave of “New Urbanism”. To improve the quality of urbanization, China has launched smart city construction since 2012. Taking 153 cities from China as the research sample, we evaluated the impact of smart city policy (SCP) on urban ecological total factor energy efficiency (ETFEE) using the generalized synthetic control method. The main results are as follows. (1) SCP significantly improves urban ETFEE after controlling the endogeneity and unobserved time-varying confounders, and this conclusion is strongly supported by multiple robustness tests. (2) There is a two-stage mediating mechanism through which SCP functions. Specifically, SCP promotes innovation by enhancing intelligence (including informatization, human capital, and technology), thereby improving urban ETFEE. (3) Public participation and market conditions play moderating effects, and they improve the contribution of SCP on urban ETFEE. (4) For heterogeneity, SCP plays a significant role in eastern cities, large-size cities, non-resource-based cities, and non-old industrial base cities, whereas it has little impact on other cities’ ETFEE. This study provides empirical evidence and policy insights for constructing smart cities in China and even other emerging economies.

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  • Dong, Feng & Li, Yangfan & Li, Kun & Zhu, Jiao & Zheng, Lu, 2022. "Can smart city construction improve urban ecological total factor energy efficiency in China? Fresh evidence from generalized synthetic control method," Energy, Elsevier, vol. 241(C).
    • Handle: RePEc:eee:energy:v:241:y:2022:i:c:s0360544221031583
    DOI: 10.1016/j.energy.2021.122909
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    as
    1. Laurent Gobillon & Thierry Magnac, 2016. "Regional Policy Evaluation: Interactive Fixed Effects and Synthetic Controls," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 535-551, July.
    2. Atkinson, Scott E. & Dorfman, Jeffrey H., 2005. "Bayesian measurement of productivity and efficiency in the presence of undesirable outputs: crediting electric utilities for reducing air pollution," Journal of Econometrics, Elsevier, vol. 126(2), pages 445-468, June.
    3. Najarzadeh, Reza & Rahimzadeh, Farzad & Reed, Michael, 2014. "Does the Internet increase labor productivity? Evidence from a cross-country dynamic panel," Journal of Policy Modeling, Elsevier, vol. 36(6), pages 986-993.
    4. Sotiris Zygiaris, 2013. "Smart City Reference Model: Assisting Planners to Conceptualize the Building of Smart City Innovation Ecosystems," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 4(2), pages 217-231, June.
    5. Esseghir, Asma & Haouaoui Khouni, Leila, 2014. "Economic growth, energy consumption and sustainable development: The case of the Union for the Mediterranean countries," Energy, Elsevier, vol. 71(C), pages 218-225.
    6. Zhu, Bangzhu & Zhang, Mengfan & Zhou, Yanhua & Wang, Ping & Sheng, Jichuan & He, Kaijian & Wei, Yi-Ming & Xie, Rui, 2019. "Exploring the effect of industrial structure adjustment on interprovincial green development efficiency in China: A novel integrated approach," Energy Policy, Elsevier, vol. 134(C).
    7. Dohyung Kim & Sun Go, 2020. "Human Capital and Environmental Sustainability," Sustainability, MDPI, vol. 12(11), pages 1-14, June.
    8. Yang, Xinyu & Jiang, Ping & Pan, Yao, 2020. "Does China's carbon emission trading policy have an employment double dividend and a Porter effect?," Energy Policy, Elsevier, vol. 142(C).
    9. James J. Heckman, 2008. "Econometric Causality," International Statistical Review, International Statistical Institute, vol. 76(1), pages 1-27, April.
    10. Robert G. Hollands, 2008. "Will the real smart city please stand up?," City, Taylor & Francis Journals, vol. 12(3), pages 303-320, December.
    11. Gary Koop & Lise Tole, 2008. "What is the environmental performance of firms overseas? An empirical investigation of the global gold mining industry," Journal of Productivity Analysis, Springer, vol. 30(2), pages 129-143, October.
    12. Chen, Yin E. & Fu, Qiang & Zhao, Xinxin & Yuan, Xuemei & Chang, Chun-Ping, 2019. "International sanctions’ impact on energy efficiency in target states," Economic Modelling, Elsevier, vol. 82(C), pages 21-34.
    13. 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).
    14. Pan, Yuling & Dong, Feng, 2022. "Design of energy use rights trading policy from the perspective of energy vulnerability," Energy Policy, Elsevier, vol. 160(C).
    15. Zhang, Yanfang & Zhang, Ming & Liu, Yue & Nie, Rui, 2017. "Enterprise investment, local government intervention and coal overcapacity: The case of China," Energy Policy, Elsevier, vol. 101(C), pages 162-169.
    16. Yigitcanlar, Tan & Kamruzzaman, Md., 2018. "Does smart city policy lead to sustainability of cities?," Land Use Policy, Elsevier, vol. 73(C), pages 49-58.
    17. Shafiullah, Muhammad & Miah, Mohammad Dulal & Alam, Md Samsul & Atif, Muhammad, 2021. "Does economic policy uncertainty affect renewable energy consumption?," Renewable Energy, Elsevier, vol. 179(C), pages 1500-1521.
    18. Jamile Sabatini-Marques & Tan Yigitcanlar & Tatiana Schreiner & Tatiana Wittmann & Debora Sotto & Tommi Inkinen, 2020. "Strategizing Smart, Sustainable, and Knowledge-Based Development of Cities: Insights from Florianópolis, Brazil," Sustainability, MDPI, vol. 12(21), pages 1-20, October.
    19. Hu, Jin-Li & Wang, Shih-Chuan, 2006. "Total-factor energy efficiency of regions in China," Energy Policy, Elsevier, vol. 34(17), pages 3206-3217, November.
    20. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    21. Vaz Martins, Teresa & Araújo, Tanya & Augusta Santos, Maria & St Aubyn, Miguel, 2009. "Network effects in a human capital based economic growth model," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(11), pages 2207-2214.
    22. Yang Fu & Weihong Ma, 2020. "Sustainable Urban Community Development: A Case Study from the Perspective of Self-Governance and Public Participation," Sustainability, MDPI, vol. 12(2), pages 1-15, January.
    23. Lee, Jung Hoon & Hancock, Marguerite Gong & Hu, Mei-Chih, 2014. "Towards an effective framework for building smart cities: Lessons from Seoul and San Francisco," Technological Forecasting and Social Change, Elsevier, vol. 89(C), pages 80-99.
    24. Siqi Zheng & Jianghao Wang & Cong Sun & Xiaonan Zhang & Matthew E. Kahn, 2019. "Air pollution lowers Chinese urbanites’ expressed happiness on social media," Nature Human Behaviour, Nature, vol. 3(3), pages 237-243, March.
    25. T. D. Stanley & Hristos Doucouliagos & Piers Steel, 2018. "Does Ict Generate Economic Growth? A Meta†Regression Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 32(3), pages 705-726, July.
    26. Haarstad, Håvard & Wathne, Marikken W., 2019. "Are smart city projects catalyzing urban energy sustainability?," Energy Policy, Elsevier, vol. 129(C), pages 918-925.
    27. Milgrom, Paul & Roberts, John, 1990. "The Economics of Modern Manufacturing: Technology, Strategy, and Organization," American Economic Review, American Economic Association, vol. 80(3), pages 511-528, June.
    28. Xu, Yiqing, 2017. "Generalized Synthetic Control Method: Causal Inference with Interactive Fixed Effects Models," Political Analysis, Cambridge University Press, vol. 25(1), pages 57-76, January.
    29. Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, July.
    30. Hao, Yu & Gai, Zhiqiang & Wu, Haitao, 2020. "How do resource misallocation and government corruption affect green total factor energy efficiency? Evidence from China," Energy Policy, Elsevier, vol. 143(C).
    31. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    32. Loof, Hans & Heshmati, Almas, 2002. "Knowledge capital and performance heterogeneity: : A firm-level innovation study," International Journal of Production Economics, Elsevier, vol. 76(1), pages 61-85, March.
    33. Liu, Yajie & Dong, Feng, 2022. "What are the roles of consumers, automobile production enterprises, and the government in the process of banning gasoline vehicles? Evidence from a tripartite evolutionary game model," Energy, Elsevier, vol. 238(PC).
    34. Cornwell, Christopher & Schmidt, Peter & Sickles, Robin C., 1990. "Production frontiers with cross-sectional and time-series variation in efficiency levels," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 185-200.
    35. James J. Heckman, 2008. "Causalidad econométrica," Monetaria, CEMLA, vol. 0(3), pages 291-338, julio-sep.
    36. 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.
    37. 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.
    38. Annalisa Cocchia, 2014. "Smart and Digital City: A Systematic Literature Review," Progress in IS, in: Renata Paola Dameri & Camille Rosenthal-Sabroux (ed.), Smart City, edition 127, pages 13-43, Springer.
    39. Michael Storper & Allen J. Scott, 2009. "Rethinking human capital, creativity and urban growth," Journal of Economic Geography, Oxford University Press, vol. 9(2), pages 147-167, March.
    40. Thellufsen, J.Z. & Lund, H. & Sorknæs, P. & Østergaard, P.A. & Chang, M. & Drysdale, D. & Nielsen, S. & Djørup, S.R. & Sperling, K., 2020. "Smart energy cities in a 100% renewable energy context," Renewable and Sustainable Energy Reviews, Elsevier, vol. 129(C).
    41. Kumar, Surender & Managi, Shunsuke, 2009. "Energy price-induced and exogenous technological change: Assessing the economic and environmental outcomes," Resource and Energy Economics, Elsevier, vol. 31(4), pages 334-353, November.
    42. Liang Liang & Jie Wu & Wade D. Cook & Joe Zhu, 2008. "The DEA Game Cross-Efficiency Model and Its Nash Equilibrium," Operations Research, INFORMS, vol. 56(5), pages 1278-1288, October.
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