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The Impact of the Internet on Industrial Green Productivity: Evidence from China

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  • Yu, Binbin

Abstract

The expansion of the Internet has played a considerable role in improving industrial green development. This paper both analyzes how the development of the Internet affects Industrial Green Total Factor Productivity (IGTFP) and its mechanism of action, and, using the Dynamic Spatial Durbin Model (DSDM) and Chinese panel data, empirically investigates the impact and spatial spillover effect of the development of the Internet on IGTFP. The results show not only that the development of the Internet has a significant promoting effect on improvements to IGTFP in this region and the surrounding areas, but also that the long-term effect is greater than the short-term effect. The Mechanism test shows that Internet development can promote IGTFP through both the upgrading of industrial structure and technological innovation, with the intermediary effect of technological innovation obviously greater than that of industrial structure upgrading. The above research conclusions are still valid after performing a series of robustness tests, and provide empirical evidence for the implementation of the “Internet+” action plan and the popularization and application of the industrial Internet in China.

Suggested Citation

  • Yu, Binbin, 2022. "The Impact of the Internet on Industrial Green Productivity: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
  • Handle: RePEc:eee:tefoso:v:177:y:2022:i:c:s0040162522000592
    DOI: 10.1016/j.techfore.2022.121527
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    as
    1. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    2. Ajay Agrawal & Avi Goldfarb, 2008. "Restructuring Research: Communication Costs and the Democratization of University Innovation," American Economic Review, American Economic Association, vol. 98(4), pages 1578-1590, September.
    3. Glavas, Charmaine & Mathews, Shane, 2014. "How international entrepreneurship characteristics influence Internet capabilities for the international business processes of the firm," International Business Review, Elsevier, vol. 23(1), pages 228-245.
    4. Yu, Binbin, 2021. "Ecological effects of new-type urbanization in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    5. 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.
    6. Wang, Yun & Sun, Xiaohua & Guo, Xu, 2019. "Environmental regulation and green productivity growth: Empirical evidence on the Porter Hypothesis from OECD industrial sectors," Energy Policy, Elsevier, vol. 132(C), pages 611-619.
    7. Oliner, Stephen D. & Sichel, Daniel E. & Stiroh, Kevin J., 2008. "Explaining a productive decade," Journal of Policy Modeling, Elsevier, vol. 30(4), pages 633-673.
    8. Olena Ivus & Matthew Boland, 2015. "The employment and wage impact of broadband deployment in Canada," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 48(5), pages 1803-1830, December.
    9. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    10. Freund, Caroline L. & Weinhold, Diana, 2004. "The effect of the Internet on international trade," Journal of International Economics, Elsevier, vol. 62(1), pages 171-189, January.
    11. Hellmanzik, Christiane & Schmitz, Martin, 2015. "Virtual proximity and audiovisual services trade," European Economic Review, Elsevier, vol. 77(C), pages 82-101.
    12. Bauer, Johannes M., 2018. "The Internet and income inequality: Socio-economic challenges in a hyperconnected society," Telecommunications Policy, Elsevier, vol. 42(4), pages 333-343.
    13. Laura Abramovsky & Rachel Griffith, 2006. "Outsourcing and Offshoring of Business Services: How Important is ICT?," Journal of the European Economic Association, MIT Press, vol. 4(2-3), pages 594-601, 04-05.
    14. Peter Kuhn & Hani Mansour, 2014. "Is Internet Job Search Still Ineffective?," Economic Journal, Royal Economic Society, vol. 124(581), pages 1213-1233, December.
    15. Christopher Foster & Mark Graham & Laura Mann & Timothy Waema & Nicolas Friederici, 2018. "Digital Control in Value Chains: Challenges of Connectivity for East African Firms," Economic Geography, Taylor & Francis Journals, vol. 94(1), pages 68-86, January.
    16. Paunov, Caroline & Rollo, Valentina, 2016. "Has the Internet Fostered Inclusive Innovation in the Developing World?," World Development, Elsevier, vol. 78(C), pages 587-609.
    17. Koutroumpis, Pantelis, 2009. "The economic impact of broadband on growth: A simultaneous approach," Telecommunications Policy, Elsevier, vol. 33(9), pages 471-485, October.
    18. Tone, Kaoru, 2002. "A slacks-based measure of super-efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 143(1), pages 32-41, November.
    19. 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).
    20. Teresa C. Fort, 2017. "Technology and Production Fragmentation: Domestic versus Foreign Sourcing," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 84(2), pages 650-687.
    21. Kolko, Jed, 2012. "Broadband and local growth," Journal of Urban Economics, Elsevier, vol. 71(1), pages 100-113.
    22. Choi, Changkyu, 2010. "The effect of the Internet on service trade," Economics Letters, Elsevier, vol. 109(2), pages 102-104, November.
    23. Tran, Trung Hieu & Mao, Yong & Nathanail, Paul & Siebers, Peer-Olaf & Robinson, Darren, 2019. "Integrating slacks-based measure of efficiency and super-efficiency in data envelopment analysis," Omega, Elsevier, vol. 85(C), pages 156-165.
    24. Du, Julan & Lu, Yi & Tao, Zhigang, 2012. "Contracting institutions and vertical integration: Evidence from China’s manufacturing firms," Journal of Comparative Economics, Elsevier, vol. 40(1), pages 89-107.
    25. Koellinger, Ph.D., 2008. "The Relationship between Technology, Innovation, and Firm Performance: Empirical Evidence on E-Business in Europe," ERIM Report Series Research in Management ERS-2008-031-ORG, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    26. Erik Brynjolfsson & Thomas W. Malone & Vijay Gurbaxani & Ajit Kambil, 1994. "Does Information Technology Lead to Smaller Firms?," Management Science, INFORMS, vol. 40(12), pages 1628-1644, December.
    27. Ceccobelli, M. & Gitto, S. & Mancuso, P., 2012. "ICT capital and labour productivity growth: A non-parametric analysis of 14 OECD countries," Telecommunications Policy, Elsevier, vol. 36(4), pages 282-292.
    28. Jonas Hjort & Jonas Poulsen, 2019. "The Arrival of Fast Internet and Employment in Africa," American Economic Review, American Economic Association, vol. 109(3), pages 1032-1079, March.
    29. Gao, Yanyan & Zang, Leizhen & Sun, Jun, 2018. "Does computer penetration increase farmers’ income? An empirical study from China," Telecommunications Policy, Elsevier, vol. 42(5), pages 345-360.
    30. Andrea Szalavetz, 2019. "Digitalisation, automation and upgrading in global value chains - factory economy actors versus lead companies," Post-Communist Economies, Taylor & Francis Journals, vol. 31(5), pages 646-670, September.
    31. Koellinger, Philipp, 2008. "The relationship between technology, innovation, and firm performance--Empirical evidence from e-business in Europe," Research Policy, Elsevier, vol. 37(8), pages 1317-1328, September.
    32. Bertschek, Irene & Cerquera, Daniel & Klein, Gordon J., 2011. "More bits - more bucks? Measuring the impact of broadband internet on firm performance," ZEW Discussion Papers 11-032, ZEW - Leibniz Centre for European Economic Research.
    33. Chris Forman & Avi Goldfarb & Shane Greenstein, 2012. "The Internet and Local Wages: A Puzzle," American Economic Review, American Economic Association, vol. 102(1), pages 556-575, February.
    34. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    35. Wang, Mei & Xu, Mi & Ma, Shaojun, 2021. "The effect of the spatial heterogeneity of human capital structure on regional green total factor productivity," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 427-441.
    36. Zhang, Chuanguo & Liu, Cong, 2015. "The impact of ICT industry on CO2 emissions: A regional analysis in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 12-19.
    37. Huub Meijers, 2014. "Does the internet generate economic growth, international trade, or both?," International Economics and Economic Policy, Springer, vol. 11(1), pages 137-163, February.
    38. Eugene Orlov, 2011. "How Does The Internet Influence Price Dispersion? Evidence From The Airline Industry," Journal of Industrial Economics, Wiley Blackwell, vol. 59(1), pages 21-37, March.
    39. J. Paul Elhorst, 2014. "Matlab Software for Spatial Panels," International Regional Science Review, , vol. 37(3), pages 389-405, July.
    40. Chris Forman & Nicolas van Zeebroeck, 2012. "From Wires to Partners: How the Internet Has Fostered R&D Collaborations Within Firms," Management Science, INFORMS, vol. 58(8), pages 1549-1568, August.
    41. Gao, Kang & Yuan, Yijun, 2022. "Spatiotemporal pattern assessment of China’s industrial green productivity and its spatial drivers: Evidence from city-level data over 2000–2017," Applied Energy, Elsevier, vol. 307(C).
    42. 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.
    43. Evgeniya Yushkova, 2014. "Impact of ICT on trade in different technology groups: analysis and implications," International Economics and Economic Policy, Springer, vol. 11(1), pages 165-177, February.
    44. Setsuya Sato & John Hawkins, 2001. "Electronic finance: an overview of the issues," BIS Papers chapters, in: Bank for International Settlements (ed.), Electronic finance: a new perspective and challenges, volume 7, pages 1-12, Bank for International Settlements.
    45. Liu, Wei & Zhan, Jinyan & Zhao, Fen & Wang, Pei & Li, Zhihui & Teng, Yanmin, 2018. "Changing trends and influencing factors of energy productivity growth: A case study in the Pearl River Delta Metropolitan Region," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 1-9.
    46. Robert E. Litan & Alice M. Rivlin, 2001. "Projecting the Economic Impact of the Internet," American Economic Review, American Economic Association, vol. 91(2), pages 313-317, May.
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