IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v69y2024icp183-196.html
   My bibliography  Save this article

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

Author

Listed:
  • 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.

Suggested Citation

  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X23001832
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2023.12.009?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. Jeff L. McMullin & Bryce Schonberger, 2020. "Entropy-balanced accruals," Review of Accounting Studies, Springer, vol. 25(1), pages 84-119, March.
    6. 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.
    7. 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.
    8. 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).
    9. Bruce Skoorka, 2000. "Measuring market distortion: international comparisons, policy and competitiveness," Applied Economics, Taylor & Francis Journals, vol. 32(3), pages 253-264.
    10. 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.
    11. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    12. Pastor, Jesus T. & Lovell, C.A. Knox, 2005. "A global Malmquist productivity index," Economics Letters, Elsevier, vol. 88(2), pages 266-271, August.
    13. 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.
    14. 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).
    15. 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.
    16. Rader, J Trout, III, 1976. "The Welfare Loss from Price Distortions," Econometrica, Econometric Society, vol. 44(6), pages 1253-1257, November.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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).
    22. 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.
    23. 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.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. 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.
    30. 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).
    31. 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.
    32. Jonathan Potter, 2009. "Evaluating Regional Competitiveness Policies: Insights from the New Economic Geography," Regional Studies, Taylor & Francis Journals, vol. 43(9), pages 1225-1236.
    33. 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).
    34. 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).
    35. Melissa Dell, 2010. "The Persistent Effects of Peru's Mining Mita," Econometrica, Econometric Society, vol. 78(6), pages 1863-1903, November.
    36. 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.
    37. 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.
    38. 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.
    39. 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).
    40. 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.
    41. 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.
    42. Ryzhenkov, Mykola, 2016. "Resource misallocation and manufacturing productivity: The case of Ukraine," Journal of Comparative Economics, Elsevier, vol. 44(1), pages 41-55.
    43. Lange, Steffen & Pohl, Johanna & Santarius, Tilman, 2020. "Digitalization and energy consumption. Does ICT reduce energy demand?," Ecological Economics, Elsevier, vol. 176(C).
    44. 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.
    45. 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.
    46. Sachs, Jeffrey D. & Warner, Andrew M., 2001. "The curse of natural resources," European Economic Review, Elsevier, vol. 45(4-6), pages 827-838, May.
    47. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Guangya Zhou & Helian Xu & Chuanzeng Jiang & Shiqi Deng & Liming Chen & Zhi Zhang, 2024. "Has the Digital Economy Improved the Urban Land Green Use Efficiency? Evidence from the National Big Data Comprehensive Pilot Zone Policy," Land, MDPI, vol. 13(7), pages 1-25, June.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Yang, Mian & Yang, Fuxia & Sun, Chuanwang, 2018. "Factor market distortion correction, resource reallocation and potential productivity gains: An empirical study on China's heavy industry sector," Energy Economics, Elsevier, vol. 69(C), pages 270-279.
    2. Yanwei Lyu & Yahui Ge & Jinning Zhang, 2023. "The impact of digital economy on capital misallocation: evidence from China," Economic Change and Restructuring, Springer, vol. 56(5), pages 3475-3499, October.
    3. Shunbin Zhong & Huafu Shen & Ziheng Niu & Yang Yu & Lin Pan & Yaojun Fan & Atif Jahanger, 2022. "Moving towards Environmental Sustainability: Can Digital Economy Reduce Environmental Degradation in China?," IJERPH, MDPI, vol. 19(23), pages 1-23, November.
    4. Wen Chen & Changyi Zhu & Qi Cheung & Siying Wu & Jun Zhang & Jia Cao, 2024. "How does digitization enable green innovation? Evidence from Chinese listed companies," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 3832-3854, July.
    5. Zhang, Wei & Liu, Xuemeng & Wang, Die & Zhou, Jianping, 2022. "Digital economy and carbon emission performance: Evidence at China's city level," Energy Policy, Elsevier, vol. 165(C).
    6. Gao, Da & Li, Ge & Yu, Jiyu, 2022. "Does digitization improve green total factor energy efficiency? Evidence from Chinese 213 cities," Energy, Elsevier, vol. 247(C).
    7. Tang, Maogang & Liu, Yinlin & Hu, Fengxia & Wu, Baijun, 2023. "Effect of digital transformation on enterprises' green innovation: Empirical evidence from listed companies in China," Energy Economics, Elsevier, vol. 128(C).
    8. 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.
    9. Zhu, Qing & Ma, Dan & He, Xin, 2023. "Digital transformation and firms' pollution emissions," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    10. Charfeddine, Lanouar & Umlai, Mohamed, 2023. "ICT sector, digitization and environmental sustainability: A systematic review of the literature from 2000 to 2022," Renewable and Sustainable Energy Reviews, Elsevier, vol. 184(C).
    11. Laiqun Jin & Xiuyan Liu & Sam Hak Kan Tang, 2021. "High-Technology Zones, Misallocation of Resources among Cities and Aggregate Productivity: Evidence from China," Economics Discussion / Working Papers 21-11, The University of Western Australia, Department of Economics.
    12. Trenczek, Jan & Wacker, Konstantin M., 2023. "Human Capital Misallocation and Output per Worker Differences: Beyond Cobb-Douglas," GLO Discussion Paper Series 1331, Global Labor Organization (GLO).
    13. Chen, Binkai & Lin, Justin Yifu, 2021. "Development strategy, resource misallocation and economic performance," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 612-634.
    14. Wang, Weilong & Wang, Jianlong & Wu, Haitao, 2024. "The impact of energy-consuming rights trading on green total factor productivity in the context of digital economy: Evidence from listed firms in China," Energy Economics, Elsevier, vol. 131(C).
    15. Tan, Ruipeng & Lin, Boqiang & Liu, Xiying, 2019. "Impacts of eliminating the factor distortions on energy efficiency—A focus on China's secondary industry," Energy, Elsevier, vol. 183(C), pages 693-701.
    16. Asatryan, Zareh & Baskaran, Thushyanthan & Birkholz, Carlo & Gomtsyan, David, 2021. "Favoritism and firms: Micro evidence and macro implications," ZEW Discussion Papers 21-031, ZEW - Leibniz Centre for European Economic Research.
    17. Gao, Ming & Gu, Qiankun & He, Shijun, 2022. "Place-based policies, administrative hierarchy, and city growth: Evidence from China," Economic Modelling, Elsevier, vol. 115(C).
    18. Shang-Jin Wei & Zhuan Xie & Xiaobo Zhang, 2017. "From "Made in China" to "Innovated in China": Necessity, Prospect, and Challenges," Journal of Economic Perspectives, American Economic Association, vol. 31(1), pages 49-70, Winter.
    19. Wang, Shuhong & Zhao, Danqing & Chen, Hanxue, 2020. "Government corruption, resource misallocation, and ecological efficiency," Energy Economics, Elsevier, vol. 85(C).
    20. Diego Restuccia & Richard Rogerson, 2017. "The Causes and Costs of Misallocation," Journal of Economic Perspectives, American Economic Association, vol. 31(3), pages 151-174, Summer.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:streco:v:69:y:2024:i:c:p:183-196. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/525148 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.