IDEAS home Printed from https://ideas.repec.org/a/gam/jlands/v13y2024i5p595-d1385819.html

Spatial Effects of Economic Modernization on Carbon Balance in China

Author

Listed:
  • Nan Huang

    (School of Economics and Management, Nanchang University, Nanchang 330031, China)

  • Chenghao Liu

    (School of Economics and Management, Nanchang University, Nanchang 330031, China)

  • Yaobin Liu

    (School of Economics and Management, Nanchang University, Nanchang 330031, China
    Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, School of Resource and Environment, Nanchang University, Nanchang 330031, China)

  • Biagio Fernando Giannetti

    (Laboratory of Production and Environment, Universidade Paulista, São Paulo 04026-002, Brazil)

  • Ling Bai

    (School of Economics and Management, Nanchang University, Nanchang 330031, China)

Abstract

Exploring the impact of economic modernization on carbon balance is an essential endeavor to achieve carbon neutrality and combat climate change. However, the spatial impact of economic modernization on carbon balance remains ambiguous. Therefore, this study aims to explore the spatial spillover effects of agricultural modernization, industrialization, and urbanization on carbon balance during the economic modernization process in China, taking 30 provinces and cities in China as examples from 2010 to 2021. This study utilizes the spatial Durbin model to derive the following results: In the past decade, the carbon balance ratio has shown a fluctuating and decreasing dynamic evolution trend. There is an increase in regions with serious carbon deficits. Further investigation into the spatial spillover effect of carbon balance unveils that for every 1% increase in the carbon balance ratio of a province, neighboring provinces experience a decrease of 0.833%. Additionally, the spatial spillover effects of the three modernizations in China on the carbon balance ratio behave differently. Agricultural modernization and urbanization demonstrate negative spatial spillover effects on the carbon balance in neighboring regions, while industrialization exerts a significant positive spatial spillover effect on the carbon balance of neighboring regions. Regarding control variables, the level of innovation solely contributes to local carbon balance realization without generating a trickle-down effect, whereas infrastructure development operates inversely. At the same time, there are differences in the spatial effects of agricultural modernization and industrialization on the carbon balance between the eastern region and the central and western regions. The study underscores the importance of economic modernization and development processes focusing on fostering synergistic growth between economic and environmental benefits within both local and neighboring areas.

Suggested Citation

  • Nan Huang & Chenghao Liu & Yaobin Liu & Biagio Fernando Giannetti & Ling Bai, 2024. "Spatial Effects of Economic Modernization on Carbon Balance in China," Land, MDPI, vol. 13(5), pages 1-21, April.
  • Handle: RePEc:gam:jlands:v:13:y:2024:i:5:p:595-:d:1385819
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2073-445X/13/5/595/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2073-445X/13/5/595/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Zhao, Mingxuan & Lv, Lianhong & Wu, Jing & Wang, Shen & Zhang, Nan & Bai, Zihan & Luo, Hong, 2022. "Total factor productivity of high coal-consuming industries and provincial coal consumption: Based on the dynamic spatial Durbin model," Energy, Elsevier, vol. 251(C).
    2. Chen, Huanyu & Yi, Jizheng & Chen, Aibin & Peng, Duanxiang & Yang, Jieqiong, 2023. "Green technology innovation and CO2 emission in China: Evidence from a spatial-temporal analysis and a nonlinear spatial durbin model," Energy Policy, Elsevier, vol. 172(C).
    3. Zhang, Yongqiang & Ge, Maosheng & Zhang, Qianwen & Xue, Shaopeng & Wei, Fuqiang & Sun, Hao, 2023. "What did irrigation modernization in China bring to the evolution of water-energy-greenhouse gas emissions?," Agricultural Water Management, Elsevier, vol. 282(C).
    4. Yaohui Liu & Wenyi Liu & Peiyuan Qiu & Jie Zhou & Linke Pang, 2023. "Spatiotemporal Evolution and Correlation Analysis of Carbon Emissions in the Nine Provinces along the Yellow River since the 21st Century Using Nighttime Light Data," Land, MDPI, vol. 12(7), pages 1-19, July.
    5. Wang, Zhaohua & Sun, Yefei & Wang, Bo, 2019. "How does the new-type urbanisation affect CO2 emissions in China? An empirical analysis from the perspective of technological progress," Energy Economics, Elsevier, vol. 80(C), pages 917-927.
    6. Wang, Jianda & Guo, Dongsheng, 2023. "Siphon and radiation effects of ICT agglomeration on green total factor productivity: Evidence from a spatial Durbin model," Energy Economics, Elsevier, vol. 126(C).
    7. Wang, Ping & Wu, Wanshui & Zhu, Bangzhu & Wei, Yiming, 2013. "Examining the impact factors of energy-related CO2 emissions using the STIRPAT model in Guangdong Province, China," Applied Energy, Elsevier, vol. 106(C), pages 65-71.
    8. Raihan, Asif & Pavel, Monirul Islam & Muhtasim, Dewan Ahmed & Farhana, Sadia & Faruk, Omar & Paul, Arindrajit, 2023. "The role of renewable energy use, technological innovation, and forest cover toward green development: Evidence from Indonesia," Innovation and Green Development, Elsevier, vol. 2(1).
    9. 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.
    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. Juanjuan Li, 2025. "Green Finance Policies, Urban Green Energy Efficiency and Regional Relative Disparities—Causality Tests Based on Dual Machine Learning," Sustainability, MDPI, vol. 17(17), pages 1-33, August.

    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. Mei-Rui Zhong & Jia-Yu Fu & Han Zou, 2025. "The data as a production factor: nonlinear effects of factor efficiency on haze pollution," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(4), pages 8977-9002, April.
    2. Wang, Wei-Zheng & Liu, Lan-Cui & Liao, Hua & Wei, Yi-Ming, 2021. "Impacts of urbanization on carbon emissions: An empirical analysis from OECD countries," Energy Policy, Elsevier, vol. 151(C).
    3. Yin, Kai & Miao, Qin, 2024. "Urbanization and low-carbon cities: Evidence from city-county merger in China," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 724-737.
    4. Yao, Hua & Yu, Xinlian & Mao, Haijun & Bai, Dongling & Zhang, Shunfeng, 2024. "The spatial spillover impact and transmission mechanisms of logistics agglomeration on eco-efficiency: A case study in China," Energy, Elsevier, vol. 308(C).
    5. Yang, Tianle & Li, Fangmin & Du, Min & Huang, Miao & Li, Yinuo, 2023. "Impacts of alternative energy production innovation on reducing CO2 emissions: Evidence from China," Energy, Elsevier, vol. 268(C).
    6. Xu, Jiajun & Wang, Jinchao & Li, Rui & Yang, Xiaojun, 2023. "Spatio-temporal effects of urbanization on CO2 emissions: Evidences from 268 Chinese cities," Energy Policy, Elsevier, vol. 177(C).
    7. Li Chen & Yuanquan Lu & Wanying Zhao, 2025. "Research on the impacts of green technology innovation on carbon emissions: evidence from 282 Chinese cities," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(7), pages 16091-16112, July.
    8. Shaozhou Qi & Huarong Peng & Xiujie Tan, 2019. "The Moderating Effect of R&D Investment on Income and Carbon Emissions in China: Direct and Spatial Spillover Insights," Sustainability, MDPI, vol. 11(5), pages 1-19, February.
    9. Zaijun Li & Xiang Zheng & Dongqi Sun, 2021. "The Influencing Effects of Industrial Eco-Efficiency on Carbon Emissions in the Yangtze River Delta," Energies, MDPI, vol. 14(23), pages 1-19, December.
    10. Zhengyun Jiang & Yun Feng & Jinping Song & Chengzhen Song & Xiaodi Zhao & Chi Zhang, 2023. "Study on the Spatial–Temporal Pattern Evolution and Carbon Emission Reduction Effect of Industry–City Integration in the Yellow River Basin," Sustainability, MDPI, vol. 15(6), pages 1-23, March.
    11. Fethi Amri & Khaled Nasri, 2025. "Innovation technology and environmental sustainability: income is key," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 27(4), pages 727-739, October.
    12. Shi, Changfeng & Zhi, Jiaqi & Yao, Xiao & Zhang, Hong & Yu, Yue & Zeng, Qingshun & Li, Luji & Zhang, Yuxi, 2023. "How can China achieve the 2030 carbon peak goal—a crossover analysis based on low-carbon economics and deep learning," Energy, Elsevier, vol. 269(C).
    13. Kuang, Yucen & Jiang, Tao & Wu, Longqi & Liu, Xiaoqian & Yang, Xuke & Sher, Farooq & Wei, Zhifang & Zhang, Shengfu, 2023. "High-temperature rheological behavior and non-isothermal pyrolysis mechanism of macerals separated from different coals," Energy, Elsevier, vol. 277(C).
    14. Fan, Zhenqi & Cui, Jie & Wu, Wenjing, 2026. "Spatial spillover effect of green credit on carbon emission intensity in China: The role of high-quality productive forces," Economic Modelling, Elsevier, vol. 154(C).
    15. Xinpeng Gao & Sufeng Li, 2025. "A Dynamic Evolution and Spatiotemporal Convergence Analysis of the Coordinated Development Between New Quality Productive Forces and China’s Carbon Total Factor Productivity," Sustainability, MDPI, vol. 17(7), pages 1-28, April.
    16. Liying Zheng & Fangjuan Zhan & Fangrong Ren, 2025. "Carbon Dioxide Emission-Reduction Efficiency in China’s New Energy Vehicle Sector Toward Sustainable Development: Evidence from a Three-Stage Super-Slacks Based-Measure Data Envelopment Analysis Model," Sustainability, MDPI, vol. 17(16), pages 1-26, August.
    17. Qiuzhen Ren & Jinkai Li & Johan Albrecht, 2025. "Toward circular economy: Implementing circular economy strategies to reduce carbon emissions in Chinese cities," Business Strategy and the Environment, Wiley Blackwell, vol. 34(1), pages 914-931, January.
    18. Ling Xiong & Shaozhou Qi, 2018. "Financial Development And Carbon Emissions In Chinese Provinces: A Spatial Panel Data Analysis," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 63(02), pages 447-464, March.
    19. Md Sahabuddin & Md Billal Hossain & Maryam Khokhar & Mohamed Sharaf & Sarmad Ejaz & Faisal Ejaz & Csaba Bálint Illés, 2023. "The Effect of Eco-Preneurship and Green Technology Management on Greenhouse Gas Discharge: An Analysis on East Asian Economies," Sustainability, MDPI, vol. 15(8), pages 1-12, April.
    20. Ruijing Zheng & Yu Cheng & Haimeng Liu & Wei Chen & Xiaodong Chen & Yaping Wang, 2022. "The Spatiotemporal Distribution and Drivers of Urban Carbon Emission Efficiency: The Role of Technological Innovation," IJERPH, MDPI, vol. 19(15), pages 1-22, July.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:gam:jlands:v:13:y:2024:i:5:p:595-:d:1385819. 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: MDPI Indexing Manager The email address of this maintainer does not seem to be valid anymore. Please ask MDPI Indexing Manager to update the entry or send us the correct address (email available below). General contact details of provider: https://www.mdpi.com .

    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.