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Technology-driven carbon reduction: Analyzing the impact of digital technology on China's carbon emission and its mechanism

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  • Liu, Yajun
  • Zhang, Xiuwu
  • Shen, Yang

Abstract

The dissemination of information, knowledge spillover, intelligent monitoring, and advanced productivity provided by digital technology (DT) play an essential role in combating climate change. Whether the business model changes and economic development facilitated by digital technologies will enable China to achieve its goal of a low-carbon transition remains to be seen. Based on 269 cities in China from 2006 to 2021, the study used two-way fixed effects and instrumental variables to analyze the role of DT in carbon reduction and its indirect mechanisms. The results indicate that the wide application and deep integration of DT in the physical industry will reduce carbon emissions (CE). The mechanism analysis reveals that DT, with its efficient, integrated, and green characteristics, will help improve energy efficiency and promote green technology innovation, thereby reducing CE. Most importantly, this study innovatively reveals the role of virtual agglomeration in carbon reduction. It uses data factors with production characteristics to shift the supply and demand parties and related enterprises from physical space to cyberspace agglomeration, which plays a significant positive role in the process of reducing CE. DT has a heterogeneous effect on reducing CE, especially in the sample of urban agglomeration and resource-based cities, which is more intense. The central government's policies on digital infrastructure and CE regulation influence the role of digital technologies in reducing CE. The conclusions of this study have implications for relevant market entities and the government to fully utilise DT to accelerate the realisation of green production and cope with climate change.

Suggested Citation

  • Liu, Yajun & Zhang, Xiuwu & Shen, Yang, 2024. "Technology-driven carbon reduction: Analyzing the impact of digital technology on China's carbon emission and its mechanism," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    • Handle: RePEc:eee:tefoso:v:200:y:2024:i:c:s0040162523008090
    DOI: 10.1016/j.techfore.2023.123124
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    References listed on IDEAS

    as
    1. Christopher F Baum & Arthur Lewbel, 2019. "Advice on using heteroskedasticity-based identification," Stata Journal, StataCorp LLC, vol. 19(4), pages 757-767, December.
    2. Shobande, Olatunji A. & Ogbeifun, Lawrence & Tiwari, Aviral Kumar, 2024. "Unlocking information technology infrastructure for promoting climate resilience and environmental quality," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    3. Pengfei Zhou & Mengyu Han & Yang Shen, 2023. "Impact of Intelligent Manufacturing on Total-Factor Energy Efficiency: Mechanism and Improvement Path," Sustainability, MDPI, vol. 15(5), pages 1-22, February.
    4. Ziyu Meng & Wen-Bo Li & Chaofan Chen & Chenghua Guan, 2023. "Carbon Emission Reduction Effects of the Digital Economy: Mechanisms and Evidence from 282 Cities in China," Land, MDPI, vol. 12(4), pages 1-21, March.
    5. Antinyan, Armenak & Baghdasaryan, Vardan & Grigoryan, Aleksandr, 2022. "Charitable giving, social capital, and positional concerns," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 101(C).
    6. Kim, Jun Sung & Lee, Jongkwan, 2019. "The role of intergenerational mobility in internal migration," Economic Modelling, Elsevier, vol. 81(C), pages 1-15.
    7. Tran, Viet T. & Walle, Yabibal M. & Herwartz, Helmut, 2020. "The impact of local financial development on firm growth in Vietnam: Does the level of corruption matter?," European Journal of Political Economy, Elsevier, vol. 62(C).
    8. Qi, Wei & Li, Guangdong, 2020. "Residential carbon emission embedded in China's inter-provincial population migration," Energy Policy, Elsevier, vol. 136(C).
    9. Zaheer Allam & David Jones, 2021. "Future (post-COVID) digital, smart and sustainable cities in the wake of 6G: Digital twins, immersive realities and new urban economies," Post-Print hal-03477845, HAL.
    10. Huang, Junbing & Liu, Qiang & Cai, Xiaochen & Hao, Yu & Lei, Hongyan, 2018. "The effect of technological factors on China's carbon intensity: New evidence from a panel threshold model," Energy Policy, Elsevier, vol. 115(C), pages 32-42.
    11. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    12. Obobisa, Emma Serwaa & Chen, Haibo & Mensah, Isaac Adjei, 2022. "The impact of green technological innovation and institutional quality on CO2 emissions in African countries," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    13. Paul Goldsmith-Pinkham & Isaac Sorkin & Henry Swift, 2020. "Bartik Instruments: What, When, Why, and How," American Economic Review, American Economic Association, vol. 110(8), pages 2586-2624, August.
    14. Fang, Jiayu & Tang, Xue & Xie, Rui & Han, Feng, 2020. "The effect of manufacturing agglomerations on smog pollution," Structural Change and Economic Dynamics, Elsevier, vol. 54(C), pages 92-101.
    15. Zhou, Jingyu & Liu, Weibai, 2024. "Carbon Reduction Effects of Digital Technology Transformation: Evidence from the Listed Manufacturing Firms in China," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    16. Ron Boschma & Lars Coenen & Koen Frenken & Bernhard Truffer, 2017. "Towards a theory of regional diversification: combining insights from Evolutionary Economic Geography and Transition Studies," Regional Studies, Taylor & Francis Journals, vol. 51(1), pages 31-45, January.
    17. Yi, Ming & Liu, Yafen & Sheng, Mingyue Selena & Wen, Le, 2022. "Effects of digital economy on carbon emission reduction: New evidence from China," Energy Policy, Elsevier, vol. 171(C).
    18. Yang Shen & Zhihong Yang, 2023. "Chasing Green: The Synergistic Effect of Industrial Intelligence on Pollution Control and Carbon Reduction and Its Mechanisms," Sustainability, MDPI, vol. 15(8), pages 1-22, April.
    19. Mishra, Vinod & Smyth, Russell, 2015. "Estimating returns to schooling in urban China using conventional and heteroskedasticity-based instruments," Economic Modelling, Elsevier, vol. 47(C), pages 166-173.
    20. Xuemei Xie & Qiwei Zhu & Ruoyi Wang, 2019. "Turning green subsidies into sustainability: How green process innovation improves firms' green image," Business Strategy and the Environment, Wiley Blackwell, vol. 28(7), pages 1416-1433, November.
    21. Wen, Huwei & Wen, Changyong & Lee, Chien-Chiang, 2022. "Impact of digitalization and environmental regulation on total factor productivity," Information Economics and Policy, Elsevier, vol. 61(C).
    22. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    23. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    24. Ran, Qiying & Yang, Xiaodong & Yan, Hongchuan & Xu, Yang & Cao, Jianhong, 2023. "Natural resource consumption and industrial green transformation: Does the digital economy matter?," Resources Policy, Elsevier, vol. 81(C).
    25. Bjørn Asheim & Markus Grillitsch & Michaela Trippl, 2017. "Introduction: Combinatorial Knowledge Bases, Regional Innovation, and Development Dynamics," Economic Geography, Taylor & Francis Journals, vol. 93(5), pages 429-435, October.
    26. Kolko, Jed, 2012. "Broadband and local growth," Journal of Urban Economics, Elsevier, vol. 71(1), pages 100-113.
    27. Shangrong Jiang & Yuze Li & Quanying Lu & Yongmiao Hong & Dabo Guan & Yu Xiong & Shouyang Wang, 2021. "Policy assessments for the carbon emission flows and sustainability of Bitcoin blockchain operation in China," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    28. 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).
    29. Timothy G. Conley & Christian B. Hansen & Peter E. Rossi, 2012. "Plausibly Exogenous," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 260-272, February.
    30. Hans van Kippersluis & Cornelius A. Rietveld, 2018. "Beyond plausibly exogenous," Econometrics Journal, Royal Economic Society, vol. 21(3), pages 316-331, October.
    31. Tong Li & Li Yu & Yibo Ma & Tong Duan & Wenzhen Huang & Yan Zhou & Depeng Jin & Yong Li & Tao Jiang, 2023. "Carbon emissions of 5G mobile networks in China," Nature Sustainability, Nature, vol. 6(12), pages 1620-1631, December.
    32. Eric Williams, 2011. "Environmental effects of information and communications technologies," Nature, Nature, vol. 479(7373), pages 354-358, November.
    33. Jiandong Chen & Ming Gao & Ke Ma & Malin Song, 2020. "Different effects of technological progress on China's carbon emissions based on sustainable development," Business Strategy and the Environment, Wiley Blackwell, vol. 29(2), pages 481-492, February.
    34. 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).
    35. Jiah Lee & Seunghyun Jung, 2023. "Towards Carbon-Neutral Cities: Urban Classification Based on Physical Environment and Carbon Emission Characteristics," Land, MDPI, vol. 12(5), pages 1-18, April.
    36. Sun, Xianming & Xiao, Shiyi & Ren, Xiaohang & Xu, Bing, 2023. "Time-varying impact of information and communication technology on carbon emissions," Energy Economics, Elsevier, vol. 118(C).
    37. Wu, Jianxin & Wu, Yanrui & Guo, Xiumei & Cheong, Tsun Se, 2016. "Convergence of carbon dioxide emissions in Chinese cities: A continuous dynamic distribution approach," Energy Policy, Elsevier, vol. 91(C), pages 207-219.
    38. Milan Miric & Hakan Ozalp & Erdem Dogukan Yilmaz, 2023. "Trade‐offs to using standardized tools: Innovation enablers or creativity constraints?," Strategic Management Journal, Wiley Blackwell, vol. 44(4), pages 909-942, April.
    39. M. Shahe Emran & Zhaoyang Hou, 2013. "Access to Markets and Rural Poverty: Evidence from Household Consumption in China," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 682-697, May.
    40. Wang, Linhui & Chen, Qi & Dong, Zhiqing & Cheng, Lu, 2024. "The role of industrial intelligence in peaking carbon emissions in China," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    41. Alexandros Kostakis & Tassos Magdalinos & Michalis P. Stamatogiannis, 2015. "Robust Econometric Inference for Stock Return Predictability," The Review of Financial Studies, Society for Financial Studies, vol. 28(5), pages 1506-1553.
    42. Maurice J. Lyver & Ta-Jung Lu, 2018. "Sustaining Innovation Performance in SMEs: Exploring the Roles of Strategic Entrepreneurship and IT Capabilities," Sustainability, MDPI, vol. 10(2), pages 1-27, February.
    43. Ma, Ruiyang & Lin, Boqiang, 2023. "Digitalization and energy-saving and emission reduction in Chinese cities: Synergy between industrialization and digitalization," Applied Energy, Elsevier, vol. 345(C).
    44. 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).
    45. Allam, Zaheer & Jones, David S., 2021. "Future (post-COVID) digital, smart and sustainable cities in the wake of 6G: Digital twins, immersive realities and new urban economies," Land Use Policy, Elsevier, vol. 101(C).
    46. Xing Zhang & Jian Zhong & Huanfang Wang, 2023. "Does the Development of Digital Economy Affect Environmental Pollution?," Sustainability, MDPI, vol. 15(12), pages 1-18, June.
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