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Digital finance and green growth in China: Appraising inclusive digital finance using web crawler technology and big data

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  • Razzaq, Asif
  • Yang, Xiaodong

Abstract

This study examines the influence of digital finance on green growth using China's city-level data from 2008 to 2019. Web crawler technology and a super-efficiency SBM model are employed to measure inclusive digital finance and green growth. For mechanism analysis, it innovatively quantifies the enterprise digital transformation using Big Data text and factor analysis techniques from the unique perspective of disclosing textual information about “enterprise digital transformation”. The results exhibit that inclusive digital finance significantly promotes green growth, and these results are consistent using robust standard error estimation, bootstrap sampling, endogenous estimators, and alternative proxies. The regional samples demonstrate heterogeneous outcomes, suggesting that the influence of digital finance is more pronounced in eastern and central regions than in the western region. Moreover, the asymmetric effect of digital finance is documented through panel quantile regression. It displays that the influence of digital finance turns stronger from the 3rd to 7th quantile and decreases hereafter. Manifestly, the mechanism analysis discovers that digital finance encourages green growth by supporting the digital transformation of enterprises and addressing energy poverty. These findings offer valuable policy recommendations for legislators.

Suggested Citation

  • Razzaq, Asif & Yang, Xiaodong, 2023. "Digital finance and green growth in China: Appraising inclusive digital finance using web crawler technology and big data," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    • Handle: RePEc:eee:tefoso:v:188:y:2023:i:c:s0040162522007831
    DOI: 10.1016/j.techfore.2022.122262
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    as
    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. Razzaq, Asif & Sharif, Arshian & An, Hui & Aloui, Chaker, 2022. "Testing the directional predictability between carbon trading and sectoral stocks in China: New insights using cross-quantilogram and rolling window causality approaches," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    3. Yuan Feng & Changfei Nie, 2022. "Re-examining the effect of China’s new-energy demonstration cities construction policy on environmental pollution: a perspective of pollutant emission intensity control," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 65(12), pages 2333-2361, October.
    4. Hallegatte, Stephane & Heal, Geoffrey & Fay, Marianne & Treguer, David, 2011. "From growth to green growth -- a framework," Policy Research Working Paper Series 5872, The World Bank.
    5. Ke-Liang Wang & Rui-Rui Zhu & Yun-He Cheng, 2022. "Does the Development of Digital Finance Contribute to Haze Pollution Control? Evidence from China," Energies, MDPI, vol. 15(7), pages 1-21, April.
    6. Zhou, Guangyou & Zhu, Jieyu & Luo, Sumei, 2022. "The impact of fintech innovation on green growth in China: Mediating effect of green finance," Ecological Economics, Elsevier, vol. 193(C).
    7. Shahzad, Umer & Gupta, Mansi & Sharma, Gagan Deep & Rao, Amar & Chopra, Ritika, 2022. "Resolving energy poverty for social change: Research directions and agenda," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    8. Jingxia Chai & Yu Hao & Haitao Wu & Yuemiao Yang, 2021. "Do constraints created by economic growth targets benefit sustainable development? Evidence from China," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 4188-4205, December.
    9. Xu, Yueli & Peng, Zhan & Sun, Zhaojun & Zhan, Huanqi & Li, Shuai, 2022. "Does digital finance lessen credit rationing?—Evidence from Chinese farmers," Research in International Business and Finance, Elsevier, vol. 62(C).
    10. Yan Shen & Yiping Huang, 2016. "Introduction to the special issue: Internet finance in China," China Economic Journal, Taylor & Francis Journals, vol. 9(3), pages 221-224, September.
    11. 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.
    12. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    13. Charles R. Hulten & Esra Bennathan & Sylaja Srinivasan, 2006. "Infrastructure, Externalities, and Economic Development: A Study of the Indian Manufacturing Industry," The World Bank Economic Review, World Bank, vol. 20(2), pages 291-308.
    14. Hsuan-Shih Lee, 2021. "An integrated model for SBM and Super-SBM DEA models," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 72(5), pages 1174-1182, May.
    15. Fayuan Wang & Rong Wang & Zhili He, 2022. "Exploring the Impact of “Double Cycle” and Industrial Upgrading on Sustainable High-Quality Economic Development: Application of Spatial and Mediation Models," Sustainability, MDPI, vol. 14(4), pages 1-17, February.
    16. Yang Liu & Ruochan Xiong & Shigong Lv & Da Gao, 2022. "The Impact of Digital Finance on Green Total Factor Energy Efficiency: Evidence at China’s City Level," Energies, MDPI, vol. 15(15), pages 1-17, July.
    17. J. Sonia Huang & Wei-Ching Wang, 2014. "Application of the Long Tail Economy to the Online News Market: Examining Predictors of Market Performance," Journal of Media Economics, Taylor & Francis Journals, vol. 27(3), pages 158-176, September.
    18. K. M., Mahesh & Aithal, Sreeramana & Sharma, KRS, 2022. "Impact of Sustainable Finance on MSMEs and other Companies to Promote Green Growth and Sustainable development," MPRA Paper 112058, University Library of Munich, Germany.
    19. Stéphane Hallegatte, 2012. "From Growth to Green Growth," Review of Environment, Energy and Economics - Re3, Fondazione Eni Enrico Mattei, August.
    20. Wang, Ping & Han, Wei & Kumail Abbas Rizvi, Syed & Naqvi, Bushra, 2022. "Is Digital Adoption the way forward to Curb Energy Poverty?," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    21. Sun, Yunpeng & Razzaq, Asif & Kizys, Renatas & Bao, Qun, 2022. "High-speed rail and urban green productivity: The mediating role of climatic conditions in China," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    22. Jiayu Wan & Zhengning Pu & Christophe Tavera, 2022. "The impact of digital finance on pollutants emission: evidence from chinese cities," Post-Print hal-03554233, HAL.
    23. Sterner, Thomas & Damon, Maria, 2011. "Green growth in the post-Copenhagen climate," Energy Policy, Elsevier, vol. 39(11), pages 7165-7173.
    24. Xia, Yanchun & Qiao, Zhilin & Xie, Guanghua, 2022. "Corporate resilience to the COVID-19 pandemic: The role of digital finance," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    25. Peterson K. Ozili, 2018. "Impact of digital finance on financial inclusion and stability," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 18(4), pages 329-340, December.
    26. Wang, Ling-Ou & Wu, Haitao & Hao, Yu, 2020. "How does China's land finance affect its carbon emissions?," Structural Change and Economic Dynamics, Elsevier, vol. 54(C), pages 267-281.
    27. Shi, Hongxu & Xu, Hao & Gao, Wei & Zhang, Jinhao & Chang, Ming, 2022. "The impact of energy poverty on agricultural productivity: The case of China," Energy Policy, Elsevier, vol. 167(C).
    28. Li, Ke & Lin, Boqiang, 2017. "Economic growth model, structural transformation, and green productivity in China," Applied Energy, Elsevier, vol. 187(C), pages 489-500.
    29. Lin, Boqiang & Zhou, Yicheng, 2022. "Measuring the green economic growth in China: Influencing factors and policy perspectives," Energy, Elsevier, vol. 241(C).
    30. Rui Li & Jing Rao & Liangyong Wan, 2022. "The digital economy, enterprise digital transformation, and enterprise innovation," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(7), pages 2875-2886, October.
    31. Xiuxiu Jiang & Xia Wang & Jia Ren & Zhimin Xie, 2021. "The Nexus between Digital Finance and Economic Development: Evidence from China," Sustainability, MDPI, vol. 13(13), pages 1-17, June.
    32. Hou, Xiaohui & Gao, Zhixian & Wang, Qing, 2016. "Internet finance development and banking market discipline: Evidence from China," Journal of Financial Stability, Elsevier, vol. 22(C), pages 88-100.
    33. Wu, Yilin & Huang, Shilei, 2022. "The effects of digital finance and financial constraint on financial performance: Firm-level evidence from China's new energy enterprises," Energy Economics, Elsevier, vol. 112(C).
    34. Si Luo & Miaochao Chen, 2022. "Digital Finance Development and the Digital Transformation of Enterprises: Based on the Perspective of Financing Constraint and Innovation Drive," Journal of Mathematics, Hindawi, vol. 2022, pages 1-10, March.
    35. Tifang Ye & Xiuli Xiang & Xiangyu Ge & Keling Yang, 2022. "Research on Green Finance and Green Development Based Eco-Efficiency and Spatial Econometric Analysis," Sustainability, MDPI, vol. 14(5), pages 1-29, February.
    36. Li, Qingtao & Sharif, Arshian & Razzaq, Asif & Yu, Yangyu, 2022. "Do climate technology, financialization, and sustainable finance impede environmental challenges? Evidence from G10 economies," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    37. Cheng, Zhonghua & Li, Lianshui & Liu, Jun, 2020. "Natural resource abundance, resource industry dependence and economic green growth in China," Resources Policy, Elsevier, vol. 68(C).
    38. Ozili, Peterson Kitakogelu, 2018. "Impact of Digital Finance on Financial Inclusion and Stability," MPRA Paper 84771, University Library of Munich, Germany.
    39. Vincenzo Butticè & Silvio Vismara, 2022. "Inclusive digital finance: the industry of equity crowdfunding," The Journal of Technology Transfer, Springer, vol. 47(4), pages 1224-1241, August.
    40. Hongmei Wen & Jingliang Yue & Jian Li & Xuedan Xiu & Shen Zhong, 2022. "Can digital finance reduce industrial pollution? New evidence from 260 cities in China," PLOS ONE, Public Library of Science, vol. 17(4), pages 1-22, April.
    41. Irfan, Muhammad & Razzaq, Asif & Sharif, Arshian & Yang, Xiaodong, 2022. "Influence mechanism between green finance and green innovation: Exploring regional policy intervention effects in China," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    42. Yaya Su & Zhenghui Li & Cunyi Yang, 2021. "Spatial Interaction Spillover Effects between Digital Financial Technology and Urban Ecological Efficiency in China: An Empirical Study Based on Spatial Simultaneous Equations," IJERPH, MDPI, vol. 18(16), pages 1-27, August.
    43. Liu, Xiaoxi & Razzaq, Asif & Shahzad, Mohsin & Irfan, Muhammad, 2022. "Technological changes, financial development and ecological consequences: A comparative study of developed and developing economies," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    44. 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.
    45. 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).
    46. 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.
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    5. Benedetti, Ilaria & Guarini, Giulio & Laureti, Tiziana, 2023. "Digitalization in Europe: A potential driver of energy efficiency for the twin transition policy strategy," Socio-Economic Planning Sciences, Elsevier, vol. 89(C).
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