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Spatio-temporal changes in the causal interactions among Sustainable Development Goals in China

Author

Listed:
  • Min Cao

    (Nanjing Normal University
    International Research Center of Big Data for Sustainable Development Goals
    Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application)

  • Min Chen

    (Nanjing Normal University
    International Research Center of Big Data for Sustainable Development Goals
    Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application)

  • Junze Zhang

    (State Key Laboratory of Urban and Regional Ecology, Research Center for Eco-Environmental Sciences)

  • Prajal Pradhan

    (Member of the Leibniz Association
    Bauhaus Earth)

  • Huadong Guo

    (International Research Center of Big Data for Sustainable Development Goals
    Aerospace Information Research Institute, Chinese Academy of Sciences)

  • Bojie Fu

    (State Key Laboratory of Urban and Regional Ecology, Research Center for Eco-Environmental Sciences
    Beijing Normal University)

  • Yue Li

    (Nanjing Normal University)

  • Yuying Bai

    (Nanjing Normal University)

  • Lijiao Chang

    (Nanjing Normal University)

  • Yu Chen

    (International Research Center of Big Data for Sustainable Development Goals)

  • Zhongchang Sun

    (International Research Center of Big Data for Sustainable Development Goals)

  • Zhenci Xu

    (The University of Hong Kong)

  • Rui Zhu

    (Institute of High Performance Computing, A*STAR)

  • Michael E. Meadows

    (University of Cape Town)

  • Guonian Lü

    (Nanjing Normal University
    Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application)

Abstract

Extensive efforts have been dedicated to deciphering the interactions associated with Sustainable Development Goals (SDGs). However, these developments are hampered by a lack of efficient strategies to avoid beneficial synergies being offset by harmful trade-offs. To fill these gaps, we used causal diagnosis and network analysis methods to construct 1302 directed networks of SDGs for 31 provinces in China from 2000 to 2020. We observed a dramatic offsetting effect of SDG synergies and trade-offs in China from 2000 to 2020, with approximately 27% of trade-off indicator pairs turning into synergies and about 25% of the synergy indicator pairs turning into trade-offs. However, our findings suggested that prioritising the progress of high-frequency indicators in virtuous cycles could multiply the positive systemic effects of the SDGs. Moreover, controlling the transition from passive to active in the trade-off network of SDGs remains a challenge in advancing the SDGs holistically.

Suggested Citation

  • Min Cao & Min Chen & Junze Zhang & Prajal Pradhan & Huadong Guo & Bojie Fu & Yue Li & Yuying Bai & Lijiao Chang & Yu Chen & Zhongchang Sun & Zhenci Xu & Rui Zhu & Michael E. Meadows & Guonian Lü, 2023. "Spatio-temporal changes in the causal interactions among Sustainable Development Goals in China," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-9, December.
  • Handle: RePEc:pal:palcom:v:10:y:2023:i:1:d:10.1057_s41599-023-01952-z
    DOI: 10.1057/s41599-023-01952-z
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    References listed on IDEAS

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    1. Mengru Wang & Annette B. G. Janssen & Jeanne Bazin & Maryna Strokal & Lin Ma & Carolien Kroeze, 2022. "Accounting for interactions between Sustainable Development Goals is essential for water pollution control in China," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    2. Katia Vladimirova & David Le Blanc, 2016. "Exploring Links Between Education and Sustainable Development Goals Through the Lens of UN Flagship Reports," Sustainable Development, John Wiley & Sons, Ltd., vol. 24(4), pages 254-271, July.
    3. Xiao-jun Wang & Jian-yun Zhang & Juan Gao & Shamsuddin Shahid & Xing-hui Xia & Zhi Geng & Li Tang, 2018. "The new concept of water resources management in China: ensuring water security in changing environment," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 20(2), pages 897-909, April.
    4. LI, Hongyi & HUANG, Liang, 2009. "Health, education, and economic growth in China: Empirical findings and implications," China Economic Review, Elsevier, vol. 20(3), pages 374-387, September.
    5. United Nations UN, 2015. "Transforming our World: the 2030 Agenda for Sustainable Development," Working Papers id:7559, eSocialSciences.
    6. Anne Warchold & Prajal Pradhan & Jürgen P. Kropp, 2021. "Variations in sustainable development goal interactions: Population, regional, and income disaggregation," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(2), pages 285-299, March.
    7. Zhenci Xu & Sophia N. Chau & Xiuzhi Chen & Jian Zhang & Yingjie Li & Thomas Dietz & Jinyan Wang & Julie A. Winkler & Fan Fan & Baorong Huang & Shuxin Li & Shaohua Wu & Anna Herzberger & Ying Tang & De, 2020. "Assessing progress towards sustainable development over space and time," Nature, Nature, vol. 577(7788), pages 74-78, January.
    8. Gyula Dörgő & Viktor Sebestyén & János Abonyi, 2018. "Evaluating the Interconnectedness of the Sustainable Development Goals Based on the Causality Analysis of Sustainability Indicators," Sustainability, MDPI, vol. 10(10), pages 1-26, October.
    9. Xutong Wu & Bojie Fu & Shuai Wang & Shuang Song & Yingjie Li & Zhenci Xu & Yongping Wei & Jianguo Liu, 2022. "Decoupling of SDGs followed by re-coupling as sustainable development progresses," Nature Sustainability, Nature, vol. 5(5), pages 452-459, May.
    10. Fangyuan Hua & Xiaoyang Wang & Xinlei Zheng & Brendan Fisher & Lin Wang & Jianguo Zhu & Ya Tang & Douglas W. Yu & David S. Wilcove, 2016. "Opportunities for biodiversity gains under the world’s largest reforestation programme," Nature Communications, Nature, vol. 7(1), pages 1-11, November.
    11. Myriam Pham‐Truffert & Florence Metz & Manuel Fischer & Henri Rueff & Peter Messerli, 2020. "Interactions among Sustainable Development Goals: Knowledge for identifying multipliers and virtuous cycles," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(5), pages 1236-1250, September.
    12. Christian Kroll & Anne Warchold & Prajal Pradhan, 2019. "Sustainable Development Goals (SDGs): Are we successful in turning trade-offs into synergies?," Palgrave Communications, Palgrave Macmillan, vol. 5(1), pages 1-11, December.
    13. David Lusseau & Francesca Mancini, 2019. "Income-based variation in Sustainable Development Goal interaction networks," Nature Sustainability, Nature, vol. 2(3), pages 242-247, March.
    14. Guangyou Zhou & Sumei Luo, 2018. "Higher Education Input, Technological Innovation, and Economic Growth in China," Sustainability, MDPI, vol. 10(8), pages 1-15, July.
    15. Bali Swain, Ranjula & Ranganathan, Shyam, 2021. "Modeling interlinkages between sustainable development goals using network analysis," World Development, Elsevier, vol. 138(C).
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    1. Yuqing Xu & Yu Chen & Min Cao & Lijiao Chang & Yuying Bai & Yue Li & Yaqi Guo, 2023. "Forecasting Future Development under the Interactions among Sustainable Development Goals," Sustainability, MDPI, vol. 15(22), pages 1-11, November.

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