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The Impact of Digital Enterprise Agglomeration on Carbon Intensity: A Study Based on the Extended Spatial STIRPAT Model

Author

Listed:
  • Shoufu Yang

    (School of Management Science and Engineering, Southwestern University of Finance and Economics, Chengdu 611130, China)

  • Hanhui Zhao

    (School of Economics, Guangdong University of Finance and Economics, Guangzhou 510320, China)

  • Yiming Chen

    (School of Economics, Chongqing Technology and Business University, Chongqing 400067, China)

  • Zitian Fu

    (School of Economics, Sichuan Agricultural University, Chengdu 611130, China)

  • Chaohao Sun

    (China Huarong Financial Leasing Co., Ltd., Hangzhou 310016, China)

  • Tsangyao Chang

    (Department of Finance, Feng Chia University, Taichung 40724, Taiwan)

Abstract

The digital economy has broken the physical space limit, reshaped factor input ratios, and accelerated factor mobility, which drives carbon reduction and social sustainability. Digital enterprise agglomeration is becoming the new tendency and a significant spatial feature for digital economy development. This work aimed to study the impact of digital enterprise agglomeration on carbon intensity. This study first proposed an extended spatial stochastic IPAT (STIRPAT) theoretical framework and regarded digital enterprise agglomeration as a technology factor. Secondly, by building a dataset with 7,902,050 digital enterprises and using the distance-based Duranton and Overman index, this study evaluated the digital enterprise agglomeration of 278 cities from 2007 to 2017 in China. Thirdly, by matching micro digital enterprise data and macro city data, this study employed spatial Durbin, mediating, and moderating effects models to test the impact and mechanism of digital enterprise agglomeration on carbon intensity. There are four main findings: (1) There is a negative “U-shaped” correlation between digital enterprise agglomeration and local and neighboring cities’ carbon intensities, and the impact of neighboring digital enterprise agglomeration on local carbon intensity is more significant than the effect of regional digital enterprise agglomeration on local carbon intensity. (2) The impact of digital enterprise agglomeration on carbon intensity shows great differences under spatial, resource, industrial, and financial heterogeneity. (3) Digital enterprise agglomeration indirectly impacts carbon intensity in two ways: the green technology innovation effect and the industry structure rationalization effect. (4) Human capital enhances the role of digital enterprise agglomeration in reducing carbon intensity, whereas government intervention weakens the effect of digital enterprise agglomeration in decreasing carbon intensity. This paper suggests that digital enterprise agglomeration strategies should be dynamically adjusted based on local digital economy development and resource conditions.

Suggested Citation

  • Shoufu Yang & Hanhui Zhao & Yiming Chen & Zitian Fu & Chaohao Sun & Tsangyao Chang, 2023. "The Impact of Digital Enterprise Agglomeration on Carbon Intensity: A Study Based on the Extended Spatial STIRPAT Model," Sustainability, MDPI, vol. 15(12), pages 1-33, June.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:12:p:9308-:d:1167021
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    1. Shuming Ren & Lianqing Li & Yueqi Han & Yu Hao & Haitao Wu, 2022. "The emerging driving force of inclusive green growth: Does digital economy agglomeration work?," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1656-1678, May.
    2. Ciccone, Antonio, 2002. "Agglomeration effects in Europe," European Economic Review, Elsevier, vol. 46(2), pages 213-227, February.
    3. Pengpeng Yue & Aslihan Gizem Korkmaz & Zhichao Yin & Haigang Zhou, 2022. "The rise of digital finance: Financial inclusion or debt trap," Papers 2201.09221, arXiv.org.
    4. Zhao, Jun & Dong, Xiucheng & Dong, Kangyin, 2021. "How does producer services’ agglomeration promote carbon reduction?: The case of China," Economic Modelling, Elsevier, vol. 104(C).
    5. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2016. "The Mobile Phone in the Diffusion of Knowledge for Institutional Quality in Sub-Saharan Africa," World Development, Elsevier, vol. 86(C), pages 133-147.
    6. Juan Alcácer & John Cantwell & Lucia Piscitello, 2016. "Internationalization in the information age: A new era for places, firms, and international business networks?," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 47(5), pages 499-512, June.
    7. Yao, Yao & Ivanovski, Kris & Inekwe, John & Smyth, Russell, 2019. "Human capital and energy consumption: Evidence from OECD countries," Energy Economics, Elsevier, vol. 84(C).
    8. Gaigné, Carl & Riou, Stéphane & Thisse, Jacques-François, 2012. "Are compact cities environmentally friendly?," Journal of Urban Economics, Elsevier, vol. 72(2), pages 123-136.
    9. Gilles Duranton & Henry G. Overman, 2005. "Testing for Localization Using Micro-Geographic Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(4), pages 1077-1106.
    10. Masum, Md Farhad Hossain & Dwivedi, Puneet & Anderson, William F., 2020. "Estimating unit production cost, carbon intensity, and carbon abatement cost of electricity generation from bioenergy feedstocks in Georgia, United States," Renewable and Sustainable Energy Reviews, Elsevier, vol. 117(C).
    11. Rosenthal, Stuart S. & Strange, William C., 2001. "The Determinants of Agglomeration," Journal of Urban Economics, Elsevier, vol. 50(2), pages 191-229, September.
    12. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    13. Hui Fang & Chunyu Jiang & Tufail Hussain & Xiaoye Zhang & Qixin Huo, 2022. "Input Digitization of the Manufacturing Industry and Carbon Emission Intensity Based on Testing the World and Developing Countries," IJERPH, MDPI, vol. 19(19), pages 1-28, October.
    14. Lin, Boqiang & Chen, Yu, 2020. "Will land transport infrastructure affect the energy and carbon dioxide emissions performance of China’s manufacturing industry?," Applied Energy, Elsevier, vol. 260(C).
    15. Gaigné, Carl & Riou, Stéphane & Thisse, Jacques-François, 2012. "Are compact cities environmentally friendly?," Journal of Urban Economics, Elsevier, vol. 72(2), pages 123-136.
    16. Zhou, Jun & Yin, Zhichao & Yue, Pengpeng, 2023. "The impact of access to credit on energy efficiency," Finance Research Letters, Elsevier, vol. 51(C).
    17. Lee, Chien-Chiang & Wang, Fuhao, 2022. "How does digital inclusive finance affect carbon intensity?," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 174-190.
    18. Yuan, Huaxi & Feng, Yidai & Lee, Chien-Chiang & Cen, Yan, 2020. "How does manufacturing agglomeration affect green economic efficiency?," Energy Economics, Elsevier, vol. 92(C).
    19. Wu, Jianxin & Xu, Hui & Tang, Kai, 2021. "Industrial agglomeration, CO2 emissions and regional development programs: A decomposition analysis based on 286 Chinese cities," Energy, Elsevier, vol. 225(C).
    20. Huaxi Yuan & Longhui Zou & Xiangyong Luo & Yidai Feng, 2022. "How Does Manufacturing Agglomeration Affect Green Development? A Spatial and Nonlinear Perspective," IJERPH, MDPI, vol. 19(16), pages 1-23, August.
    21. Edward E. Leamer, 2007. "A Flat World, a Level Playing Field, a Small World After All, or None of the Above? A Review of Thomas L Friedman's The World is Flat," Journal of Economic Literature, American Economic Association, vol. 45(1), pages 83-126, March.
    22. Simplice Asongu & Jacinta C. Nwachukwu, 2016. "Mobile Phones in the Diffusion of Knowledge and Persistence in Inclusive Human Development in Sub-Saharan Africa," Working Papers of the African Governance and Development Institute. 16/009, African Governance and Development Institute..
    23. Yue, Pengpeng & Korkmaz, Aslihan Gizem & Yin, Zhichao & Zhou, Haigang, 2022. "The rise of digital finance: Financial inclusion or debt trap?," Finance Research Letters, Elsevier, vol. 47(PA).
    24. Carl Gaigné & Stéphane Riou & Jacques-François Thisse, 2012. "Are Compact Cities Environmentally (and Socially) Desirable ?," Cahiers de recherche CREATE 2012-4, CREATE.
    25. Zhu, Bangzhu & Zhang, Mengfan & Zhou, Yanhua & Wang, Ping & Sheng, Jichuan & He, Kaijian & Wei, Yi-Ming & Xie, Rui, 2019. "Exploring the effect of industrial structure adjustment on interprovincial green development efficiency in China: A novel integrated approach," Energy Policy, Elsevier, vol. 134(C).
    26. Yan, Yu & Huang, Junbing, 2022. "The role of population agglomeration played in China's carbon intensity: A city-level analysis," Energy Economics, Elsevier, vol. 114(C).
    27. Wang, Jianda & Dong, Xiucheng & Dong, Kangyin, 2022. "How does ICT agglomeration affect carbon emissions? The case of Yangtze River Delta urban agglomeration in China," Energy Economics, Elsevier, vol. 111(C).
    28. Cheng, Zhonghua & Li, Lianshui & Liu, Jun, 2018. "Industrial structure, technical progress and carbon intensity in China's provinces," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2935-2946.
    29. Le, Thai-Ha & Le, Ha-Chi & Taghizadeh-Hesary, Farhad, 2020. "Does financial inclusion impact CO2 emissions? Evidence from Asia," Finance Research Letters, Elsevier, vol. 34(C).
    30. Awan, Ashar & Abbasi, Kashif Raza & Rej, Soumen & Bandyopadhyay, Arunava & Lv, Kangjuan, 2022. "The impact of renewable energy, internet use and foreign direct investment on carbon dioxide emissions: A method of moments quantile analysis," Renewable Energy, Elsevier, vol. 189(C), pages 454-466.
    31. Xu, Le & Fan, Meiting & Yang, Lili & Shao, Shuai, 2021. "Heterogeneous green innovations and carbon emission performance: Evidence at China's city level," Energy Economics, Elsevier, vol. 99(C).
    32. Wurlod, Jules-Daniel & Noailly, Joëlle, 2018. "The impact of green innovation on energy intensity: An empirical analysis for 14 industrial sectors in OECD countries," Energy Economics, Elsevier, vol. 71(C), pages 47-61.
    33. Chris Forman & Avi Goldfarb & Shane Greenstein, 2016. "Agglomeration of Invention in the Bay Area: Not Just ICT," American Economic Review, American Economic Association, vol. 106(5), pages 146-151, May.
    34. Rahman, Mohammad Mafizur & Sultana, Nahid & Velayutham, Eswaran, 2022. "Renewable energy, energy intensity and carbon reduction: Experience of large emerging economies," Renewable Energy, Elsevier, vol. 184(C), pages 252-265.
    35. Hui Zhao & Yaru Yang & Ning Li & Desheng Liu & Hui Li, 2021. "How Does Digital Finance Affect Carbon Emissions? Evidence from an Emerging Market," Sustainability, MDPI, vol. 13(21), pages 1-20, November.
    36. Nejati, Mehdi & Shah, Muhammad Ibrahim, 2023. "How does ICT trade shape environmental impacts across the north-south regions? Intra-regional and Inter-regional perspective from dynamic CGE model," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
    37. Fiorini, Matteo & Sanfilippo, Marco & Sundaram, Asha, 2021. "Trade liberalization, roads and firm productivity," Journal of Development Economics, Elsevier, vol. 153(C).
    38. Lange, Steffen & Pohl, Johanna & Santarius, Tilman, 2020. "Digitalization and energy consumption. Does ICT reduce energy demand?," Ecological Economics, Elsevier, vol. 176(C).
    39. 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.
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