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Nonlinear Relationships Between Economic Development Stages and Land Use Efficiency in China’s Cities

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  • Xue Luo

    (School of Maritime Economics and Management, Dalian Maritime University, Dalian 116026, China)

  • Weixin Luan

    (School of Maritime Economics and Management, Dalian Maritime University, Dalian 116026, China)

  • Qiaoqiao Lin

    (School of Maritime Economics and Management, Dalian Maritime University, Dalian 116026, China)

  • Zun Liu

    (School of Maritime Economics and Management, Dalian Maritime University, Dalian 116026, China)

  • Zhipeng Shi

    (School of Maritime Economics and Management, Dalian Maritime University, Dalian 116026, China)

  • Gai Cao

    (School of Maritime Economics and Management, Dalian Maritime University, Dalian 116026, China)

Abstract

Land use efficiency (LUE) serves as a crucial nexus between economic development and sustainable resource management, directly influencing urban production–consumption systems. While economic development stages (EDSs) reflect a region’s environmental carrying capacity and profoundly affect LUE, the specific mechanisms governing this relationship remain unclear. In this study, we combined multi-source data to portray the spatiotemporal patterns of EDSs and LUE in 276 Chinese cities from 1995 to 2020, and we identified the nonlinear effects of EDSs on LUE. Based on the fine-scale LUE, it is confirmed that the older the age of urban land generation, the higher the LUE, laying a theoretical foundation for subsequent research. Simultaneously, the EDS continues to be upgraded, with approximately 70% of cities reaching the post-industrialization stage or higher by 2020. The results of partial dependency plots (PDPs) revealed that the EDS has a positive impact on LUE. From the perspective of different urban scales, the higher the EDSs of supercities, type I large cities, type II large cities, and type II small cities, the greater the positive impact on LUE, whereas the impact patterns at other urban scales follow an inverted U-shape. These findings carry important implications for sustainable spatial development, particularly in optimizing land resource allocation to assist the shift to more efficient production systems and responsible consumption patterns.

Suggested Citation

  • Xue Luo & Weixin Luan & Qiaoqiao Lin & Zun Liu & Zhipeng Shi & Gai Cao, 2025. "Nonlinear Relationships Between Economic Development Stages and Land Use Efficiency in China’s Cities," Land, MDPI, vol. 14(9), pages 1-21, August.
  • Handle: RePEc:gam:jlands:v:14:y:2025:i:9:p:1699-:d:1729930
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    References listed on IDEAS

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    1. Liu, Shuchang & Xiao, Wu & Li, Linlin & Ye, Yanmei & Song, Xiaoli, 2020. "Urban land use efficiency and improvement potential in China: A stochastic frontier analysis," Land Use Policy, Elsevier, vol. 99(C).
    2. Kairui Guo & Yong Huang & Dan Chen, 2022. "Analysis of the Expansion Characteristics of Rural Settlements Based on Scale Growth Function in Himalayan Region," Land, MDPI, vol. 11(3), pages 1-17, March.
    3. Song, Yang & Yeung, Godfrey & Zhu, Daolin & Xu, Yang & Zhang, Lixin, 2022. "Efficiency of urban land use in China’s resource-based cities, 2000–2018," Land Use Policy, Elsevier, vol. 115(C).
    4. Koroso, Nesru H., 2023. "Urban land policy and urban land use efficiency: An analysis based on remote sensing and institutional credibility thesis," Land Use Policy, Elsevier, vol. 132(C).
    5. Yan, Siqi & Peng, Jianchao & Wu, Qun, 2020. "Exploring the non-linear effects of city size on urban industrial land use efficiency: A spatial econometric analysis of cities in eastern China," Land Use Policy, Elsevier, vol. 99(C).
    6. Xue, Dan & Yue, Li & Ahmad, Fayyaz & Draz, Muhammad Umar & Chandio, Abbas Ali & Ahmad, Munir & Amin, Waqas, 2022. "Empirical investigation of urban land use efficiency and influencing factors of the Yellow River basin Chinese cities," Land Use Policy, Elsevier, vol. 117(C).
    7. Ying Sun & Xuebin Zhang & Guoyu Ren & Francis W. Zwiers & Ting Hu, 2016. "Contribution of urbanization to warming in China," Nature Climate Change, Nature, vol. 6(7), pages 706-709, July.
    8. Zhang, Wenxi & Wang, Bo & Wang, Jian & Wu, Qun & Wei, Yehua Dennis, 2022. "How does industrial agglomeration affect urban land use efficiency? A spatial analysis of Chinese cities," Land Use Policy, Elsevier, vol. 119(C).
    9. Hangang Hu & Lisha Pan & Xin Jing & Guan Li & Yuefei Zhuo & Zhongguo Xu & Yang Chen & Xueqi Wang, 2022. "The Spatiotemporal Non-Stationary Effect of Industrial Agglomeration on Urban Land Use Efficiency: A Case Study of Yangtze River Delta, China," Land, MDPI, vol. 11(5), pages 1-27, May.
    10. Huang, Ruting & Yao, Xin, 2024. "City size and energy efficiency of Chinese manufacturing firms: An empirical study from a city characteristic perspective," Energy Economics, Elsevier, vol. 129(C).
    11. Liu, Jingming & Hou, Xianhui & Wang, Zhanqi & Shen, Yue, 2021. "Study the effect of industrial structure optimization on urban land-use efficiency in China," Land Use Policy, Elsevier, vol. 105(C).
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