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How does telecommunications infrastructure affect eco-efficiency? Evidence from a quasi-natural experiment in China

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  • Tang, Chang
  • Xue, Yan
  • Wu, Haitao
  • Irfan, Muhammad
  • Hao, Yu

Abstract

Informatization and digitization have become breakthrough topics in China's economic development and environmental governance. In the same vein, knowledge, technology spillovers, and economic agglomeration effects of telecommunications infrastructure may enhance eco-efficiency. This study adopts the heterogeneous timing difference-in-difference (DID) model and event study method to evaluate the impact of telecommunications infrastructure on eco-efficiency using city-level data from 2008 to 2018 and the quasi-natural experiment of the Broadband China policy. The results indicate that telecommunications infrastructure exerts a significant positive impact on eco-efficiency, which is still validated after time trend assessment, PSM-DID estimation, instrumental variable test, and placebo test. In addition, regarding its impact mechanism, telecommunications infrastructure can promote eco-efficiency growth through green innovation, industrial structure upgrading, and resource allocation efficiency. Moreover, the heterogeneity analysis results suggest that the positive effects of telecommunications infrastructure on eco-efficiency are more noticeable in developed and higher eco-efficiency cities and cities with better transportation infrastructure conditions or higher marketization levels. The study findings incorporate telecommunications infrastructure and eco-efficiency into a unified research framework, providing a new perspective to improve eco-efficiency.

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  • Tang, Chang & Xue, Yan & Wu, Haitao & Irfan, Muhammad & Hao, Yu, 2022. "How does telecommunications infrastructure affect eco-efficiency? Evidence from a quasi-natural experiment in China," Technology in Society, Elsevier, vol. 69(C).
    • Handle: RePEc:eee:teinso:v:69:y:2022:i:c:s0160791x2200104x
    DOI: 10.1016/j.techsoc.2022.101963
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    as
    1. Whitacre, Brian & Gallardo, Roberto, 2020. "State broadband policy: Impacts on availability," Telecommunications Policy, Elsevier, vol. 44(9).
    2. Lars-Hendrik Roller & Leonard Waverman, 2001. "Telecommunications Infrastructure and Economic Development: A Simultaneous Approach," American Economic Review, American Economic Association, vol. 91(4), pages 909-923, September.
    3. Peng, Benhong & Wang, Yuanyuan & Wei, Guo, 2020. "Energy eco-efficiency: Is there any spatial correlation between different regions?," Energy Policy, Elsevier, vol. 140(C).
    4. Kounetas, Konstantinos Elias, 2018. "Energy consumption and CO2 emissions convergence in European Union member countries. A tonneau des Danaides?," Energy Economics, Elsevier, vol. 69(C), pages 111-127.
    5. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    6. Cai, Xiqian & Lu, Yi & Wu, Mingqin & Yu, Linhui, 2016. "Does environmental regulation drive away inbound foreign direct investment? Evidence from a quasi-natural experiment in China," Journal of Development Economics, Elsevier, vol. 123(C), pages 73-85.
    7. Cheng, Chih-Yang & Chien, Mei-Se & Lee, Chien-Chiang, 2021. "ICT diffusion, financial development, and economic growth: An international cross-country analysis," Economic Modelling, Elsevier, vol. 94(C), pages 662-671.
    8. Mark Strazicich & John List, 2003. "Are CO 2 Emission Levels Converging Among Industrial Countries?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 24(3), pages 263-271, March.
    9. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    10. Liu, Dayong & Xu, Chunfa & Yu, Yongze & Rong, Kaijian & Zhang, Junyan, 2020. "Economic growth target, distortion of public expenditure and business cycle in China," China Economic Review, Elsevier, vol. 63(C).
    11. Long, Xingle & Sun, Mei & Cheng, Faxin & Zhang, Jijian, 2017. "Convergence analysis of eco-efficiency of China’s cement manufacturers through unit root test of panel data," Energy, Elsevier, vol. 134(C), pages 709-717.
    12. Calabrese, Andrew & Jung, Donald, 1992. "Broadband telecommunications in rural America: Emerging infrastructures for residential service," Telecommunications Policy, Elsevier, vol. 16(3), pages 225-236, April.
    13. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    14. Wang, Shuhong & Zhao, Danqing & Chen, Hanxue, 2020. "Government corruption, resource misallocation, and ecological efficiency," Energy Economics, Elsevier, vol. 85(C).
    15. Nair, Mahendhiran & Pradhan, Rudra P. & Arvin, Mak B., 2020. "Endogenous dynamics between R&D, ICT and economic growth: Empirical evidence from the OECD countries," Technology in Society, Elsevier, vol. 62(C).
    16. Leonid Kogan & Dimitris Papanikolaou, 2014. "Growth Opportunities, Technology Shocks, and Asset Prices," Journal of Finance, American Finance Association, vol. 69(2), pages 675-718, April.
    17. Kolko, Jed, 2012. "Broadband and local growth," Journal of Urban Economics, Elsevier, vol. 71(1), pages 100-113.
    18. Katz, Michael L & Shapiro, Carl, 1986. "Technology Adoption in the Presence of Network Externalities," Journal of Political Economy, University of Chicago Press, vol. 94(4), pages 822-841, August.
    19. Sadorsky, Perry, 2012. "Information communication technology and electricity consumption in emerging economies," Energy Policy, Elsevier, vol. 48(C), pages 130-136.
    20. Hausman, Jerry & Kuersteiner, Guido, 2008. "Difference in difference meets generalized least squares: Higher order properties of hypotheses tests," Journal of Econometrics, Elsevier, vol. 144(2), pages 371-391, June.
    21. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    22. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    23. Dehghan Shabani, Zahra & Shahnazi, Rouhollah, 2019. "Energy consumption, carbon dioxide emissions, information and communications technology, and gross domestic product in Iranian economic sectors: A panel causality analysis," Energy, Elsevier, vol. 169(C), pages 1064-1078.
    24. Yunis, Manal & Tarhini, Abbas & Kassar, Abdulnasser, 2018. "The role of ICT and innovation in enhancing organizational performance: The catalysing effect of corporate entrepreneurship," Journal of Business Research, Elsevier, vol. 88(C), pages 344-356.
    25. Ren, Siyu & Hao, Yu & Xu, Lu & Wu, Haitao & Ba, Ning, 2021. "Digitalization and energy: How does internet development affect China's energy consumption?," Energy Economics, Elsevier, vol. 98(C).
    26. Shahab, Sina & Clinch, J. Peter & O'Neill, Eoin, 2019. "An Analysis of the Factors Influencing Transaction Costs in Transferable Development Rights Programmes," Ecological Economics, Elsevier, vol. 156(C), pages 409-419.
    27. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2014. "Return of the Solow Paradox? IT, Productivity, and Employment in US Manufacturing," American Economic Review, American Economic Association, vol. 104(5), pages 394-399, May.
    28. Mariam Camarero & Juana Castillo & Andrés Picazo-Tadeo & Cecilio Tamarit, 2013. "Eco-Efficiency and Convergence in OECD Countries," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 55(1), pages 87-106, May.
    29. Fang, Zhen & Razzaq, Asif & Mohsin, Muhammad & Irfan, Muhammad, 2022. "Spatial spillovers and threshold effects of internet development and entrepreneurship on green innovation efficiency in China," Technology in Society, Elsevier, vol. 68(C).
    30. Oggioni, G. & Riccardi, R. & Toninelli, R., 2011. "Eco-efficiency of the world cement industry: A data envelopment analysis," Energy Policy, Elsevier, vol. 39(5), pages 2842-2854, May.
    31. Avom, Désiré & Nkengfack, Hilaire & Fotio, Hervé Kaffo & Totouom, Armand, 2020. "ICT and environmental quality in Sub-Saharan Africa: Effects and transmission channels," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
    32. Tu, Zhengge & Hu, Tianyang & Shen, Renjun, 2019. "Evaluating public participation impact on environmental protection and ecological efficiency in China: Evidence from PITI disclosure," China Economic Review, Elsevier, vol. 55(C), pages 111-123.
    33. Cho, Youngsang & Lee, Jongsu & Kim, Tai-Yoo, 2007. "The impact of ICT investment and energy price on industrial electricity demand: Dynamic growth model approach," Energy Policy, Elsevier, vol. 35(9), pages 4730-4738, September.
    34. Chou, Chia-Jung, 2014. "Hotels' environmental policies and employee personal environmental beliefs: Interactions and outcomes," Tourism Management, Elsevier, vol. 40(C), pages 436-446.
    35. Ibrahim D. Raheem & Aviral K. Tiwari & Daniel Balsalobre-lorente, 2019. "The Role of ICT and Financial Development on CO2 Emissions and Economic Growth," Working Papers of the African Governance and Development Institute. 19/058, African Governance and Development Institute..
    36. Xie, Xuemei & Zou, Hailiang & Qi, Guoyou, 2018. "Knowledge absorptive capacity and innovation performance in high-tech companies: A multi-mediating analysis," Journal of Business Research, Elsevier, vol. 88(C), pages 289-297.
    37. Frieden, Rob, 2005. "Lessons from broadband development in Canada, Japan, Korea and the United States," Telecommunications Policy, Elsevier, vol. 29(8), pages 595-613, September.
    38. Nina Czernich & Oliver Falck & Tobias Kretschmer & Ludger Woessmann, 2011. "Broadband Infrastructure and Economic Growth," Economic Journal, Royal Economic Society, vol. 121(552), pages 505-532, May.
    39. Ben Lahouel, Béchir & Taleb, Lotfi & Ben Zaied, Younes & Managi, Shunsuke, 2021. "Does ICT change the relationship between total factor productivity and CO2 emissions? Evidence based on a nonlinear model," Energy Economics, Elsevier, vol. 101(C).
    40. Ardito, Lorenzo & D'Adda, Diego & Messeni Petruzzelli, Antonio, 2018. "Mapping innovation dynamics in the Internet of Things domain: Evidence from patent analysis," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 317-330.
    41. Watanabe, Chihiro & Naveed, Kashif & Zhao, Weilin, 2015. "New paradigm of ICT productivity – Increasing role of un-captured GDP and growing anger of consumers," Technology in Society, Elsevier, vol. 41(C), pages 21-44.
    42. He, Yong & Liao, Nuo & Lin, Kunrong, 2021. "Can China's industrial sector achieve energy conservation and emission reduction goals dominated by energy efficiency enhancement? A multi-objective optimization approach," Energy Policy, Elsevier, vol. 149(C).
    43. Zhang, Bing & Bi, Jun & Fan, Ziying & Yuan, Zengwei & Ge, Junjie, 2008. "Eco-efficiency analysis of industrial system in China: A data envelopment analysis approach," Ecological Economics, Elsevier, vol. 68(1-2), pages 306-316, December.
    44. Sofia Wixe, 2015. "The Impact of Spatial Externalities: Skills, Education and Plant Productivity," Regional Studies, Taylor & Francis Journals, vol. 49(12), pages 2053-2069, December.
    45. Nicolae Gârleanu & Stavros Panageas & Jianfeng Yu, 2012. "Technological Growth and Asset Pricing," Journal of Finance, American Finance Association, vol. 67(4), pages 1265-1292, August.
    46. Chen, Yvonne Jie & Li, Pei & Lu, Yi, 2018. "Career concerns and multitasking local bureaucrats: Evidence of a target-based performance evaluation system in China," Journal of Development Economics, Elsevier, vol. 133(C), pages 84-101.
    47. Kumar, Surender, 2006. "Environmentally sensitive productivity growth: A global analysis using Malmquist-Luenberger index," Ecological Economics, Elsevier, vol. 56(2), pages 280-293, February.
    48. Usman, Ahmed & Ozturk, Ilhan & Ullah, Sana & Hassan, Ali, 2021. "Does ICT have symmetric or asymmetric effects on CO2 emissions? Evidence from selected Asian economies," Technology in Society, Elsevier, vol. 67(C).
    49. Adedoyin, Festus Fatai & Bekun, Festus Victor & Driha, Oana M. & Balsalobre-Lorente, Daniel, 2020. "The effects of air transportation, energy, ICT and FDI on economic growth in the industry 4.0 era: Evidence from the United States," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    50. Erik Brynjolfsson & Lorin M. Hitt, 2000. "Beyond Computation: Information Technology, Organizational Transformation and Business Performance," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 23-48, Fall.
    51. Andrzej Cieślik & Magdalena Kaniewska, 2004. "Telecommunications Infrastructure and Regional Economic Development: The Case of Poland," Regional Studies, Taylor & Francis Journals, vol. 38(6), pages 713-725.
    52. Kallal, Rahim & Haddaji, Abir & Ftiti, Zied, 2021. "ICT diffusion and economic growth: Evidence from the sectorial analysis of a periphery country," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    53. Alwyn Young, 2000. "The Razor's Edge: Distortions and Incremental Reform in the People's Republic of China," NBER Working Papers 7828, National Bureau of Economic Research, Inc.
    54. Zhang, Muyang & Zhou, Guangsu & Fan, Gang, 2020. "Political Control and Economic Inequality: Evidence from Chinese Cities," China Economic Review, Elsevier, vol. 61(C).
    55. Kais Saidi & Hassen Toumi & Saida Zaidi, 2017. "Impact of Information Communication Technology and Economic Growth on the Electricity Consumption: Empirical Evidence from 67 Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 8(3), pages 789-803, September.
    56. Wei, Wendong & Cai, Wenqiu & Guo, Yi & Bai, Caiquan & Yang, Luzhen, 2020. "Decoupling relationship between energy consumption and economic growth in China's provinces from the perspective of resource security," Resources Policy, Elsevier, vol. 68(C).
    57. 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.
    58. Han, Yonghui & Zhang, Fan & Huang, Liangxiong & Peng, Keming & Wang, Xianbin, 2021. "Does industrial upgrading promote eco-efficiency? ─A panel space estimation based on Chinese evidence," Energy Policy, Elsevier, vol. 154(C).
    59. Liu, Qing & Lu, Yi, 2015. "Firm investment and exporting: Evidence from China's value-added tax reform," Journal of International Economics, Elsevier, vol. 97(2), pages 392-403.
    60. Henderson, Vernon, 1997. "Externalities and Industrial Development," Journal of Urban Economics, Elsevier, vol. 42(3), pages 449-470, November.
    61. Robert Jensen, 2007. "The Digital Provide: Information (Technology), Market Performance, and Welfare in the South Indian Fisheries Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 879-924.
    62. James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998. "Characterizing Selection Bias Using Experimental Data," Econometrica, Econometric Society, vol. 66(5), pages 1017-1098, September.
    63. Wang, Di & Zhou, Tao & Wang, Mengmeng, 2021. "Information and communication technology (ICT), digital divide and urbanization: Evidence from Chinese cities," Technology in Society, Elsevier, vol. 64(C).
    64. Hao, Yu & Zhang, Tianli & Jing, Leijie & Xiao, Linqi, 2019. "Would the decoupling of electricity occur along with economic growth? Empirical evidence from the panel data analysis for 100 Chinese cities," Energy, Elsevier, vol. 180(C), pages 615-625.
    65. Slaughter, Matthew J., 2001. "Trade liberalization and per capita income convergence: a difference-in-differences analysis," Journal of International Economics, Elsevier, vol. 55(1), pages 203-228, October.
    66. Ann Bartel & Casey Ichniowski & Kathryn Shaw, 2007. "How Does Information Technology Affect Productivity? Plant-Level Comparisons of Product Innovation, Process Improvement, and Worker Skills," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1721-1758.
    67. Song, Malin & Fisher, Ron & Kwoh, Yusen, 2019. "Technological challenges of green innovation and sustainable resource management with large scale data," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 361-368.
    68. Wu, Haitao & Xue, Yan & Hao, Yu & Ren, Siyu, 2021. "How does internet development affect energy-saving and emission reduction? Evidence from China," Energy Economics, Elsevier, vol. 103(C).
    69. Wu, Haitao & Hao, Yu & Ren, Siyu & Yang, Xiaodong & Xie, Guo, 2021. "Does internet development improve green total factor energy efficiency? Evidence from China," Energy Policy, Elsevier, vol. 153(C).
    70. Chun, Hyunbae & Kim, Jung-Wook & Lee, Jason, 2015. "How does information technology improve aggregate productivity? A new channel of productivity dispersion and reallocation," Research Policy, Elsevier, vol. 44(5), pages 999-1016.
    71. Simon Commander & Rupert Harrison & Naercio Menezes-Filho, 2011. "ICT and Productivity in Developing Countries: New Firm-Level Evidence from Brazil and India," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 528-541, May.
    72. 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.
    73. Lange, Steffen & Pohl, Johanna & Santarius, Tilman, 2020. "Digitalization and energy consumption. Does ICT reduce energy demand?," Ecological Economics, Elsevier, vol. 176(C).
    74. Zhai, Xueqi & An, Yunfei, 2021. "The relationship between technological innovation and green transformation efficiency in China: An empirical analysis using spatial panel data," Technology in Society, Elsevier, vol. 64(C).
    75. Wang, Lei & Chen, Yangyang & Ramsey, Thomas Stephen & Hewings, Geoffrey J.D., 2021. "Will researching digital technology really empower green development?," Technology in Society, Elsevier, vol. 66(C).
    76. Moyer, Jonathan D. & Hughes, Barry B., 2012. "ICTs: Do they contribute to increased carbon emissions?," Technological Forecasting and Social Change, Elsevier, vol. 79(5), pages 919-931.
    77. Gârleanu, Nicolae & Kogan, Leonid & Panageas, Stavros, 2012. "Displacement risk and asset returns," Journal of Financial Economics, Elsevier, vol. 105(3), pages 491-510.
    78. 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).
    79. Alwyn Young, 2000. "The Razor's Edge: Distortions and Incremental Reform in the People's Republic of China," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1091-1135.
    80. Cole, Matthew A. & Elliott, Robert J.R. & Wu, Shanshan, 2008. "Industrial activity and the environment in China: An industry-level analysis," China Economic Review, Elsevier, vol. 19(3), pages 393-408, September.
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