Abstract
Urbanization and eco-efficiency are two interactive systems, contributing to sustainable urban development jointly. However, the synchronized development between them has not received sufficient attention. In light of this gap, this paper conducts an analysis on seeking the synchronized development between sustainable urbanization and eco-efficiency in the context of China. The aim of this study is to uncover the spatial and temporal performance of the synchronized relationship between urbanization process (UP) and eco-efficiency (EE) in a sample of 255 Chinese cities. To this end, entropy method, super efficiency SBM and coupling coordination degree model are employed to conduct the research analysis, covering the period of 2005 to 2019. The findings of this study reveal that (1) there is about 97% of the surveyed cities that exhibit a moderate level of coupling coordination between urbanization process and eco-efficiency (CC-UE). (2) Spatial disparities in the performance of CC-UE are evident, with cities in South and Southeast China demonstrating better CC-UE performance than their counterparts. However, this disparity has been gradually diminishing in recent years. (3) Local perspective presented an evident spatial autocorrelation within the 255 cities analyzed. These research findings provide valuable insights not only for the policy-makers and practitioners to adopt measures for achieving a synchronized development between urbanization process and eco-efficiency in the Chinese context, but also for further studies on sustainable development in the international context.
Similar content being viewed by others
Data availability
All data generated or analyzed during this study are included in its supplementary information files.
Abbreviations
- UP:
-
Urbanization process
- EE:
-
Eco-efficiency
- Super-efficiency SBM:
-
Super-efficiency slacks-based measure
- CC-UE:
-
Level of coupling coordination between urbanization process and eco-efficiency
- GDP:
-
Gross domestic product
- DEA:
-
Data envelopment analysis
- CCD:
-
Coupling-coordination degree
- CCDM:
-
Coupling-coordination degree model
- DMU:
-
Decision-making unit
- NC:
-
North China
- EC:
-
East China
- SC:
-
South China
- CC:
-
Central China
- NEC:
-
Northeast China
- NWC:
-
Northwest China
- SWC:
-
Southwest China
- HC:
-
High coupling
- MC:
-
Moderate coupling
- LC:
-
Low coupling
- AU:
-
Almost uncoupling
- CU:
-
Completely uncoupling
- H–H clusters:
-
High-high clusters
- H–L outliers:
-
High-low outliers
- L–H outliers:
-
Low-high outliers
- L-L clusters:
-
Low-low clusters
- \({P}_{ij}\) :
-
The gravity of jth indicator
- \({e}_{j}\) :
-
The entropy of jth indicator
- \({w}_{j}\) :
-
The weight of jth indicator
- s 1 :
-
Expected output
- s 2 :
-
Unexpected output
- x i :
-
Input vector
- y e :
-
Expected output vector
- y ue :
-
Unexpected output vector
- ρ*:
-
The efficiency of DMUs
- \(C\) :
-
The coupling degree between UP and EE
- \(T\) :
-
The comprehensive coordination Index
- \({U}_{1}\), \({U}_{2}\) :
-
Calculation resultes of UP system and EE system respectively
- \(\alpha\) , \(\beta\) :
-
The weights of these UP system and EE system respectively
References
Abdella GM, Kucukvar M, Kutty AA, Abdelsalam AG, Sen B, Bulak ME, Onat NC (2021) A novel approach for developing composite eco-efficiency indicators: the case for US food consumption. J Clean Prod 299:126931
Ahl RE, Cook E, McAuliffe K (2023) Having less means wanting more: children hold an intuitive economic theory of diminishing marginal utility. Cognition 234:105367
Ahmad M, Zhao Z (2018) Empirics on linkages among industrialization, urbanization, energy consumption, CO2 emissions and economic growth: a heterogeneous panel study of China. Environ Sci Pollut Res 25(30):30617–30632
Ali R, Bakhsh K, Yasin MA (2019) Impact of urbanization on CO2 emissions in emerging economy: evidence from Pakistan. Sustain Cities Soc 48:101553
Ali-Toudert F, Ji L (2017) Modeling and measuring urban sustainability in multi-criteria based systems — a challenging issue. Ecol Ind 73:597–611
Ariken M, Zhang F, Liu K, Fang C, Kung H (2020) Coupling coordination analysis of urbanization and eco-environment in Yanqi basin based on multi-source remote sensing data. Ecol Indic 114:106331. https://doi.org/10.1016/j.ecolind.2020.106331
Bai Y, Deng X, Zhang Q, Wang Z (2017) Measuring environmental performance of industrial sub-sectors in China: a stochastic metafrontier approach. Physics and Chemistry of the Earth, Parts a/b/c 101:3–12
Charnes A, Cooper WW, Rhodes E. 1978. Measuring the efficiency of decision making units. European Journal of Operational Research:429–444
Chen F, Ahmad S, Arshad S, Ali S, Rizwan M, Hamzah Saleem M, Driha OM, Balsalobre-Lorente D (2022a) Towards achieving eco-efficiency in top 10 polluted countries: the role of green technology and natural resource rents. Gondwana Res 110:114–127
Chen M, Chen L, Cheng J, Yu J (2022b) Identifying interlinkages between urbanization and sustainable development goals. Geograph Sustain 3(4):339–346
Cui Y, Qiu K, Li G, Jiang H, Kong L (2022) Spatiotemporal differentiation of energy eco-efficiency of shipbuilding industry in China. Ocean Coast Manag 230:106347
Damte E, Manteaw BO, Wrigley-Asante C (2023) Urbanization, climate change and health vulnerabilities in slum communities in Ghana. J Clim Change Health 10:100189
Duan X, Li X, Tan W, Xiao R (2022) Decoupling relationship analysis between urbanization and carbon emissions in 33 African countries. Heliyon 8(9):e10423
Ekeocha DO (2021) Urbanization, inequality, economic development and ecological footprint: searching for turning points and regional homogeneity in Africa. J Clean Prod 291:125244
Fang C, Liu H, Wang S (2021a) The coupling curve between urbanization and the eco-environment: China’s urban agglomeration as a case study. Ecol Ind 130:108107
Fang X, Shi X, Phillips TK, Du P, Gao W (2021b) The coupling coordinated development of urban environment towards sustainable urbanization: an empirical study of Shandong Peninsula. China Ecological Indicators 129:107864
Feng Y, He S, Li G (2021) Interaction between urbanization and the eco-environment in the Pan-Third Pole region. Sci Total Environ 789:148011
Han L, Zhou W, Li W, Li L (2014) Impact of urbanization level on urban air quality: a case of fine particles (PM 2.5) in Chinese cities. Environ Pollut 194:163–170
He J, Wang S, Liu Y, Ma H, Liu Q (2017) Examining the relationship between urbanization and the eco-environment using a coupling analysis: case study of Shanghai, China. Ecol Ind 77:185–193
Huang Z, An X, Cai X, Chen Y, Liang Y, Hu S, Wang H (2023) The impact of new urbanization on PM2.5 concentration based on spatial spillover effects: evidence from 283 cities in China. Sustain Cities Soc 90:104386
Iñiguez-Armijos C, Tapia-Armijos MF, Wilhelm F, Breuer L (2022) Urbanisation process generates more independently-acting stressors and ecosystem functioning impairment in tropical Andean streams. J Environ Manage 304:114211
Kahya E (2005) A new unidimensional search method for optimization: linear interpolation method. Appl Math Comput 171(2):912–926
Li X, Lu Z (2021) Quantitative measurement on urbanization development level in urban agglomerations: a case of JJJ urban agglomeration. Ecol Ind 133:108375
Li W, Wang Y, Xie S, Cheng X (2021) Coupling coordination analysis and spatiotemporal heterogeneity between urbanization and ecosystem health in Chongqing municipality. China Sci Total Environ 791:148311
Li J, Lei J, Li S, Yang Z, Tong Y, Zhang S, Duan Z (2022) Spatiotemporal analysis of the relationship between urbanization and the eco-environment in the Kashgar metropolitan area. China Ecol Indicators 135:108524
Li S, Shao Y, Hong M, Zhu C, Dong B, Li Y, Lin Y, Wang K, Gan M, Zhu J et al (2023) Impact mechanisms of urbanization processes on supply-demand matches of cultivated land multifunction in rapid urbanization areas. Habitat Int 131:102726
Liang L, Wang Z, Li J (2019) The effect of urbanization on environmental pollution in rapidly developing urban agglomerations. J Clean Prod 237:117649
Liu N, Liu C, Xia Y, Da B (2018) Examining the coordination between urbanization and eco-environment using coupling and spatial analyses: a case study in China. Ecol Ind 93:1163–1175
Liu Z, Ren Y, Shen L, Liao X, Wei X, Wang J (2020) Analysis on the effectiveness of indicators for evaluating urban carrying capacity: a popularity-suitability perspective. J Clean Prod 246:119019. https://doi.org/10.1016/j.jclepro.2019.119019
Liu W, Zhan J, Zhao F, Wei X, Zhang F (2021a) Exploring the coupling relationship between urbanization and energy eco-efficiency: a case study of 281 prefecture-level cities in China. Sustain Cities Soc 64:102563
Liu X, Guo P, Yue X, Zhong S, Cao X (2021b) Urban transition in China: examining the coordination between urbanization and the eco-environment using a multi-model evaluation method. Ecol Ind 130:108056
Luo H, Li L, Lei Y, Wu S, Yan D, Fu X, Luo X, Wu L (2021) Decoupling analysis between economic growth and resources environment in Central Plains Urban Agglomeration. Sci Total Environ 752:142284
Magazzino C, Mele M, Schneider N (2021) A machine learning approach on the relationship among solar and wind energy production, coal consumption, GDP, and CO2 emissions. Renewable Energy 167:99–115
National Bureau of Statistics (2023) National data
Pata UK, Caglar AE, Kartal MT, Kılıç DS (2023) Evaluation of the role of clean energy technologies, human capital, urbanization, and income on the environmental quality in the United States. J Clean Prod 402:136802
Pengke S, Zhao S, Ma Y, Liu S (2023) Urbanization-induced Earth’s surface energy alteration and warming: a global spatiotemporal analysis. Remote Sens Environ 284:113361
Puertas R, Guaita-Martinez JM, Carracedo P, Ribeiro-Soriano D (2022) Analysis of European environmental policies: improving decision making through eco-efficiency. Technol Soc 70:102053
Rahman MM, Alam K (2021) Clean energy, population density, urbanization and environmental pollution nexus: evidence from Bangladesh. Renew Energy 172:1063–1072
Rasool SF, Zaman S, Jehan N, Chin T, Khan S, Zaman QU (2022) Investigating the role of the tech industry, renewable energy, and urbanization in sustainable environment: policy directions in the context of developing economies. Technol Forecast Soc Chang 183:121935
Ren Y, Li Z (2022) Unraveling the dynamics, heterogeneity, determinants of eco-efficiency in Beijing-Tianjin-Hebei urban agglomeration. China J Environ Manage 317:115407
Ren F, Yu X (2021) Coupling analysis of urbanization and ecological total factor energy efficiency —— a case study from Hebei province in China. Sustain Cities Soc 74:103183
Ren Y, Li H, Shen L, Zhang Y, Chen Y, Wang J (2018) What is the efficiency of fast urbanization? A China Study Sustain 10(9):3180
Shi T, Yang S, Zhang W, Zhou Q (2020) Coupling coordination degree measurement and spatiotemporal heterogeneity between economic development and ecological environment ––empirical evidence from tropical and subtropical regions of China. J Clean Prod 244:118739
Song Q, Zhou N, Liu T, Siehr SA, Qi Y (2018) Investigation of a “coupling model” of coordination between low-carbon development and urbanization in China. Energy Policy 121:346–354
Srebotnjak T, Carr G, de Sherbinin A, Rickwood C (2012) A global Water Quality Index and hot-deck imputation of missing data. Ecol Ind 17:108–119
Sun J, Zhou T (2023) Urban shrinkage and eco-efficiency: the mediating effects of industry, innovation and land-use. Environ Impact Assess Rev 98:106921
Sun M, Yang R, Li X, Zhang L, Liu Q (2021) Designing a path for the sustainable development of key ecological function zones: a case study of southwest China. Glob Ecol Conserv 31:e01840
Tang M, Li Z, Hu F, Wu B (2020) How does land urbanization promote urban eco-efficiency? The mediating effect of industrial structure advancement. J Clean Prod 272:122798
Tomal M (2021) Evaluation of coupling coordination degree and convergence behaviour of local development: a spatiotemporal analysis of all Polish municipalities over the period 2003–2019. Sustain Cities Soc 71:102992
Tone K. 2002. A slacks-based measure of super-efficiency in data envelopment analysis. Eur J Operation Res (143):32–41
Tsionas MG, Tzeremes NG (2022) Eco-efficiency estimation with quantile stochastic frontiers: evidence from the United States. J Environ Manage 320:115876
Wang S, Zeng J, Huang Y, Shi C, Zhan P (2018) The effects of urbanization on CO2 emissions in the Pearl River Delta: a comprehensive assessment and panel data analysis. Appl Energy 228:1693–1706
Wang Z, Liu B, Wang L, Shao Q (2021) Measurement and temporal & spatial variation of urban eco-efficiency in the yellow river basin. Phys Chem Earth Parts A/B/C 122:102981. https://doi.org/10.1016/j.pce.2021.102981
Wang Q, Wang X, Li R (2022a) Does population aging reduce environmental pressures from urbanization in 156 countries? Sci Total Environ 848:157330
Wang S, Xie Z, Wu R, Feng K (2022b) How does urbanization affect the carbon intensity of human well-being? A Glob Assess Appl Energy 312:118798
Wei X, Shen L, Liu Z, Luo L, Wang J, Chen Y (2020) Comparative analysis on the evolution of ecological carrying capacity between provinces during urbanization process in China. Ecol Indic 112:106179
Wood SLR, Jones SK, Johnson JA, Brauman KA, Chaplin-Kramer R, Fremier A, Girvetz E, Gordon LJ, Kappel CV, Mandle L et al (2018) Distilling the role of ecosystem services in the sustainable development goals. Ecosyst Serv 29:70–82
World Bank. 2022. Urban population (proportion to total population). p 城镇人口 (占总人口比例) from The World Bank: Data
World Business Council for Sustainable Development. 2000. World Business Council for Sustainable Development (WBCSD). p World Business Council for Sustainable Development (WBCSD).
Wu J, Cheng D, Xu Y, Huang Q, Feng Z (2021) Spatial-temporal change of ecosystem health across China: urbanization impact perspective. J Clean Prod 326:129393
Wu Y, Zong T, Shuai C, Liao S, Jiao L, Shen L (2022) Does resource environment carrying capacity have a coercive effect on urbanization quality? Evidence from the Yangtze River Economic Belt. China J Clean Prod 365:132612
Xiao Y, Zhong J, Zhang Q, Xiang X, Huang H (2022) Exploring the coupling coordination and key factors between urbanization and land use efficiency in ecologically sensitive areas: a case study of the Loess Plateau. China Sustain Cities Soc 86:104148
Xu Z, Peng J, Liu Y, Qiu S, Zhang H, Dong J (2023) Exploring the combined impact of ecosystem services and urbanization on SDGs realization. Appl Geogr 153:102907
Xue D, Yue L, Ahmad F, Umar Draz M, Ali CA (2021) Urban eco-efficiency and its influencing factors in Western China: fresh evidence from Chinese cities based on the US-SBM. Ecol Ind 127:107784
Yamasaki J, Itsubo N, Murayama A, Nitanai R (2021) Eco-efficiency assessment of 42 countries’ administrative divisions based on environmental impact and gross regional product. City Environ Interact 10:100061
Yang L, Yang Y (2019) Evaluation of eco-efficiency in China from 1978 to 2016: based on a modified ecological footprint model. Sci Total Environ 662:581–590
Yao F, Zhu H, Wang M (2021a) The impact of multiple dimensions of urbanization on CO2 emissions: a spatial and threshold analysis of panel data on China’s prefecture-level cities. Sustain Cities Soc 73:103113
Yao J, Xu P, Huang Z (2021b) Impact of urbanization on ecological efficiency in China: an empirical analysis based on provincial panel data. Ecol Ind 129:107827
Yin K, Wang R, An Q, Yao L, Liang J (2014) Using eco-efficiency as an indicator for sustainable urban development: a case study of Chinese provincial capital cities. Ecol Ind 36:665–671
Yue W, Liu Z, Su M, Gu Z, Xu C (2021) The impacts of multi-dimension urbanization on energy-environmental efficiency: empirical evidence from Guangdong Province. China J Clean Prod 296:126513
Yun G, Zhao S (2022) The imprint of urbanization on PM25 concentrations in China: the urban-rural gradient study. Sustain Cities Soc 86:104103
Zhao Z, Bai Y, Wang G, Chen J, Yu J, Liu W (2018) Land eco-efficiency for new-type urbanization in the Beijing-Tianjin-Hebei Region. Technol Forecast Soc Chang 137:19–26
Zhong K, Wang Y, Pei J, Tang S, Han Z (2021) Super efficiency SBM-DEA and neural network for performance evaluation. Inf Process Manage 58(6):102728
Zou C, Zhu J, Lou K, Yang L (2022) Coupling coordination and spatiotemporal heterogeneity between urbanization and ecological environment in Shaanxi Province. China Ecol Indicators 141:109152
Funding
This research work was supported by the Fundamental Research Funds for the Central Universities (No. “2021CDJSKZD03” and “2020CDJSK03PT18”).
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conception and design. The first draft of the manuscript was written by Jiayu Li. Data collection and analysis were performed by Xiaoxuan Wei. Writing-review was conducted by Liyin Shen and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Ethics approval
No ethical approval was required.
Consent to participate and publish
The study participants consent to participate and publish.
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Eyup Dogan
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Li, J., Wei, X. & Shen, L. Analysis on the synchronized development between urbanization process and eco-efficiency through the sustainability lens. Environ Sci Pollut Res 30, 80828–80843 (2023). https://doi.org/10.1007/s11356-023-27863-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-023-27863-9