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Does the digital economy enhance green total factor productivity in China? The evidence from a national big data comprehensive pilot zone

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  • Lyu, Yanwei
  • Xiao, Xuan
  • Zhang, Jinning

Abstract

Digital economy has become a major driver of the green transformation of the economy. The “National Big Data Comprehensive Pilot Zone” policy is taken as a quasi-natural experiment. The Difference-in-Differences model is employed to explore the impact of digital economy on green total factor productivity, and the heterogeneity of this impact is further explored. The mechanism test model is applied to investigate its indirect transmission mechanism. It is found that digital economy significantly enhances green total factor productivity. Further, the impact is larger and more significant in the mid-western, non-resource-based, and large cities, whereas it is smaller or insignificant in the eastern, resource-based, and small and medium-sized cities. Results of mechanism analysis show that digital economy enhances green total factor productivity through the transmission channels of technological innovation, industrial structure optimization, and resource misallocation. Policy recommendations are provided on the basis of these results to establish the environment and digital economy that are mutually beneficial.

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  • Lyu, Yanwei & Xiao, Xuan & Zhang, Jinning, 2024. "Does the digital economy enhance green total factor productivity in China? The evidence from a national big data comprehensive pilot zone," Structural Change and Economic Dynamics, Elsevier, vol. 69(C), pages 183-196.
    • Handle: RePEc:eee:streco:v:69:y:2024:i:c:p:183-196
    DOI: 10.1016/j.strueco.2023.12.009
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    as
    1. Jeff L. McMullin & Bryce Schonberger, 2020. "Entropy-balanced accruals," Review of Accounting Studies, Springer, vol. 25(1), pages 84-119, March.
    2. Carmen Nadia CIOCOIU, 2011. "Integrating Digital Economy And Green Economy: Opportunities For Sustainable Development," Theoretical and Empirical Researches in Urban Management, Research Centre in Public Administration and Public Services, Bucharest, Romania, vol. 6(1), pages 33-43, February.
    3. Heyman, Fredrik & Sjoholm, Fredrik & Tingvall, Patrik Gustavsson, 2007. "Is there really a foreign ownership wage premium? Evidence from matched employer-employee data," Journal of International Economics, Elsevier, vol. 73(2), pages 355-376, November.
    4. Dogan, Eyup & Madaleno, Mara & Altinoz, Buket, 2020. "Revisiting the nexus of financialization and natural resource abundance in resource-rich countries: New empirical evidence from nine indices of financial development," Resources Policy, Elsevier, vol. 69(C).
    5. David Rezza Baqaee & Emmanuel Farhi, 2020. "Productivity and Misallocation in General Equilibrium," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 105-163.
    6. Rader, J Trout, III, 1976. "The Welfare Loss from Price Distortions," Econometrica, Econometric Society, vol. 44(6), pages 1253-1257, November.
    7. Joel M. David & Hugo A. Hopenhayn & Venky Venkateswaran, 2016. "Information, Misallocation, and Aggregate Productivity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 943-1005.
    8. Ouyang, Xiaoling & Sun, Chuanwang, 2015. "Energy savings potential in China's industrial sector: From the perspectives of factor price distortion and allocative inefficiency," Energy Economics, Elsevier, vol. 48(C), pages 117-126.
    9. Teece, David J., 2018. "Profiting from innovation in the digital economy: Enabling technologies, standards, and licensing models in the wireless world," Research Policy, Elsevier, vol. 47(8), pages 1367-1387.
    10. Liu, Yue & Sun, Huaping & Meng, Bo & Jin, Shunlin & Chen, Bin, 2023. "How to purchase carbon emission right optimally for energy-consuming enterprises? Analysis based on optimal stopping model," Energy Economics, Elsevier, vol. 124(C).
    11. Ma, Dan & Zhu, Qing, 2022. "Innovation in emerging economies: Research on the digital economy driving high-quality green development," Journal of Business Research, Elsevier, vol. 145(C), pages 801-813.
    12. 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.
    13. Eliana La Ferrara & Alberto Chong & Suzanne Duryea, 2012. "Soap Operas and Fertility: Evidence from Brazil," American Economic Journal: Applied Economics, American Economic Association, vol. 4(4), pages 1-31, October.
    14. Raj Chetty & Adam Looney & Kory Kroft, 2009. "Salience and Taxation: Theory and Evidence," American Economic Review, American Economic Association, vol. 99(4), pages 1145-1177, September.
    15. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    16. Bruce Skoorka, 2000. "Measuring market distortion: international comparisons, policy and competitiveness," Applied Economics, Taylor & Francis Journals, vol. 32(3), pages 253-264.
    17. Loren Brandt & Trevor Tombe & Xiadong Zhu, 2013. "Factor Market Distortions Across Time, Space, and Sectors in China," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 39-58, January.
    18. Loren Brandt & Trevor Tombe & Xiadong Zhu, 2013. "Factor Market Distortions Across Time, Space, and Sectors in China," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 39-58, January.
    19. Bouman, Mathijs & Heijungs, Reinout & van der Voet, Ester & van den Bergh, Jeroen C. J. M. & Huppes, Gjalt, 2000. "Material flows and economic models: an analytical comparison of SFA, LCA and partial equilibrium models," Ecological Economics, Elsevier, vol. 32(2), pages 195-216, February.
    20. Shi, Xiangyu & Xi, Tianyang, 2018. "Race to safety: Political competition, neighborhood effects, and coal mine deaths in China," Journal of Development Economics, Elsevier, vol. 131(C), pages 79-95.
    21. Antonopoulos, Christos & Sakellaris, Plutarchos, 2009. "The contribution of Information and Communication Technology investments to Greek economic growth: An analytical growth accounting framework," Information Economics and Policy, Elsevier, vol. 21(3), pages 171-191, August.
    22. Liang, Jinhao & Irfan, Muhammad & Ikram, Muhammad & Zimon, Dominik, 2022. "Evaluating natural resources volatility in an emerging economy: The influence of solar energy development barriers," Resources Policy, Elsevier, vol. 78(C).
    23. Martínez-Caro, Eva & Cegarra-Navarro, Juan Gabriel & Alfonso-Ruiz, Francisco Javier, 2020. "Digital technologies and firm performance: The role of digital organisational culture," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    24. Qianqian Wan & Daqian Shi, 2022. "Smarter and Cleaner: The Digital Economy and Environmental Pollution," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 30(6), pages 59-85, November.
    25. Shlomo Yitzhaki & Robert I. Lerman, 1991. "Income Stratification And Income Inequality," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 37(3), pages 313-329, September.
    26. V. Daniel R. Guide, Jr. & Ruud H. Teunter & Luk N. Van Wassenhove, 2003. "Matching Demand and Supply to Maximize Profits from Remanufacturing," Manufacturing & Service Operations Management, INFORMS, vol. 5(4), pages 303-316, October.
    27. Vu, Khuong M & Asongu, Simplice, 2020. "Backwardness advantage and economic growth in the information age: A cross-country empirical study," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    28. Harry X. Wu & Changhua Yu, 2022. "The impact of the digital economy on China’s economic growth and productivity performance," China Economic Journal, Taylor & Francis Journals, vol. 15(2), pages 153-170, May.
    29. Chou, Yen-Chun & Hao-Chun Chuang, Howard & Shao, Benjamin B.M., 2014. "The impacts of information technology on total factor productivity: A look at externalities and innovations," International Journal of Production Economics, Elsevier, vol. 158(C), pages 290-299.
    30. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    31. Pastor, Jesus T. & Lovell, C.A. Knox, 2005. "A global Malmquist productivity index," Economics Letters, Elsevier, vol. 88(2), pages 266-271, August.
    32. Amri, Fethi & Zaied, Younes Ben & Lahouel, Bechir Ben, 2019. "ICT, total factor productivity, and carbon dioxide emissions in Tunisia," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 212-217.
    33. Dang, Jianwei & Motohashi, Kazuyuki, 2015. "Patent statistics: A good indicator for innovation in China? Patent subsidy program impacts on patent quality," China Economic Review, Elsevier, vol. 35(C), pages 137-155.
    34. Melissa Dell, 2010. "The Persistent Effects of Peru's Mining Mita," Econometrica, Econometric Society, vol. 78(6), pages 1863-1903, November.
    35. Ram C. Acharya, 2016. "ICT use and total factor productivity growth: intangible capital or productive externalities?," Oxford Economic Papers, Oxford University Press, vol. 68(1), pages 16-39.
    36. 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).
    37. Florian Misch & Christian Saborowski, 2020. "The Drivers and Consequences of Resource Misallocation: Exploiting Variation across Mexican Industries and States," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Spring 20), pages 61-96, December.
    38. Ryzhenkov, Mykola, 2016. "Resource misallocation and manufacturing productivity: The case of Ukraine," Journal of Comparative Economics, Elsevier, vol. 44(1), pages 41-55.
    39. Takahiro Akita & Sachiko Miyata, 2010. "The bi-dimensional decomposition of regional inequality based on the weighted coefficient of variation," Letters in Spatial and Resource Sciences, Springer, vol. 3(3), pages 91-100, October.
    40. Watanabe, Chihiro & Naveed, Kashif & Tou, Yuji & Neittaanmäki, Pekka, 2018. "Measuring GDP in the digital economy: Increasing dependence on uncaptured GDP," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 226-240.
    41. Myovella, Godwin & Karacuka, Mehmet & Haucap, Justus, 2020. "Digitalization and economic growth: A comparative analysis of Sub-Saharan Africa and OECD economies," Telecommunications Policy, Elsevier, vol. 44(2).
    42. Jinlin Li & Litai Chen & Ying Chen & Jiawen He, 2022. "Digital economy, technological innovation, and green economic efficiency—Empirical evidence from 277 cities in China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(3), pages 616-629, April.
    43. L. G. Pee, 2016. "Customer co-creation in B2C e-commerce: does it lead to better new products?," Electronic Commerce Research, Springer, vol. 16(2), pages 217-243, June.
    44. Jonathan Potter, 2009. "Evaluating Regional Competitiveness Policies: Insights from the New Economic Geography," Regional Studies, Taylor & Francis Journals, vol. 43(9), pages 1225-1236.
    45. K. V. Bhanu Murthy & Anjala Kalsie & Rishika Shankar, 2021. "Digital economy in a global perspective: is there a digital divide?," Transnational Corporations Review, Taylor & Francis Journals, vol. 13(1), pages 1-15, January.
    46. Lange, Steffen & Pohl, Johanna & Santarius, Tilman, 2020. "Digitalization and energy consumption. Does ICT reduce energy demand?," Ecological Economics, Elsevier, vol. 176(C).
    47. Sachs, Jeffrey D. & Warner, Andrew M., 2001. "The curse of natural resources," European Economic Review, Elsevier, vol. 45(4-6), pages 827-838, May.
    48. Haitao Wu & Yu Hao & Chuanzhen Geng & Weiheng Sun & Youcheng Zhou & Feiling Lu, 2023. "Ways to improve cross-regional resource allocation: Does the development of digitalization matter?," Journal of Economic Analysis, Anser Press, vol. 2(4), pages 1-30, June.
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