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Effects of Smart City Policies on Green Total Factor Productivity: Evidence from a Quasi-Natural Experiment in China

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  • Baogui Xin

    (College of Economics and Management, Shandong University of Science and Technology, Qingdao 266590, China)

  • Yongmei Qu

    (College of Economics and Management, Shandong University of Science and Technology, Qingdao 266590, China)

Abstract

When cities develop rapidly, there are negative effects such as population expansion, traffic congestion, resource shortages, and pollution. It has become essential to explore new types of urban development patterns, and thus, the concept of the “smart city” has emerged. The purpose of this paper is to investigate the links between smart city policies and urban green total factor productivity (GTFP) in the context of China. Based on panel data of 200 cities in China from 2007–2016 and treating smart city policy as a quasi-natural experiment, the paper uses a difference-in-differences propensity score matching (PSM-DID) approach to prevent selection bias. The results show: (a) Smart city policies can significantly increase urban GTFP by 16% to 18%; (b) the larger the city, the stronger and more significant this promotion.

Suggested Citation

  • Baogui Xin & Yongmei Qu, 2019. "Effects of Smart City Policies on Green Total Factor Productivity: Evidence from a Quasi-Natural Experiment in China," IJERPH, MDPI, vol. 16(13), pages 1-15, July.
    • Handle: RePEc:gam:jijerp:v:16:y:2019:i:13:p:2396-:d:246103
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    1. 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.
    2. Qian Wang & Cuiyun Gao & Shuanping Dai, 2019. "Effect of the Emissions Trading Scheme on CO 2 Abatement in China," Sustainability, MDPI, vol. 11(4), pages 1-13, February.
    3. Brock, Kati & den Ouden, Elke & van der Klauw, Kees & Podoynitsyna, Ksenia & Langerak, Fred, 2019. "Light the way for smart cities: Lessons from Philips Lighting," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 194-209.
    4. Bin Chen & Yuk-shing Cheng, 2017. "The Impacts of Environmental Regulation on Industrial Activities: Evidence from a Quasi-Natural Experiment in Chinese Prefectures," Sustainability, MDPI, vol. 9(4), pages 1-19, April.
    5. van den Buuse, Daniel & Kolk, Ans, 2019. "An exploration of smart city approaches by international ICT firms," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 220-234.
    6. Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "The Economic Theory of Index Numbers and the Measurement of Input, Output, and Productivity," Econometrica, Econometric Society, vol. 50(6), pages 1393-1414, November.
    7. Oomens, Ivette M.F. & Sadowski, Bert M., 2019. "The importance of internal alignment in smart city initiatives: An ecosystem approach," Telecommunications Policy, Elsevier, vol. 43(6), pages 485-500.
    8. Liu, Cheng & Sun, Yixiao, 2019. "A simple and trustworthy asymptotic t test in difference-in-differences regressions," Journal of Econometrics, Elsevier, vol. 210(2), pages 327-362.
    9. Yigitcanlar, Tan & Kamruzzaman, Md., 2018. "Does smart city policy lead to sustainability of cities?," Land Use Policy, Elsevier, vol. 73(C), pages 49-58.
    10. 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.
    11. André Luis Azevedo Guedes & Jeferson Carvalho Alvarenga & Maurício Dos Santos Sgarbi Goulart & Martius Vicente Rodriguez y Rodriguez & Carlos Alberto Pereira Soares, 2018. "Smart Cities: The Main Drivers for Increasing the Intelligence of Cities," Sustainability, MDPI, vol. 10(9), pages 1-19, August.
    12. Song, Malin & Du, Juntao & Tan, Kim Hua, 2018. "Impact of fiscal decentralization on green total factor productivity," International Journal of Production Economics, Elsevier, vol. 205(C), pages 359-367.
    13. Feng Tao & Huiqin Zhang & Yi Hu & Andrew A. Duncan, 2017. "Growth of Green Total Factor Productivity and Its Determinants of Cities in China: A Spatial Econometric Approach," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 53(9), pages 2123-2140, September.
    14. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    15. Wenbin Cao & Ying Zhang & Peng Qian, 2019. "The Effect of Innovation-Driven Strategy on Green Economic Development in China—An Empirical Study of Smart Cities," IJERPH, MDPI, vol. 16(9), pages 1-11, April.
    16. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    17. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    18. 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.
    19. Anna D’Auria & Marco Tregua & Manuel Carlos Vallejo-Martos, 2018. "Modern Conceptions of Cities as Smart and Sustainable and Their Commonalities," Sustainability, MDPI, vol. 10(8), pages 1-18, July.
    20. Tan Yigitcanlar & Md. Kamruzzaman, 2019. "Smart Cities and Mobility: Does the Smartness of Australian Cities Lead to Sustainable Commuting Patterns?," Journal of Urban Technology, Taylor & Francis Journals, vol. 26(2), pages 21-46, April.
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