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Convergence of primary education development in urban and rural China: empirical analysis of historical trends and future projections

Author

Listed:
  • Yan Zhang

    (Yunnan Agricultural University)

  • Wei Yang

    (Massey University, Manawatu campus)

  • Bo Li

    (Yunnan Academy of Agricultural Sciences)

  • Yifan Yang

    (Yunnan Agricultural University)

  • Liu Chen

    (Yunnan Agricultural University)

  • Lu Feng

    (Yunnan Agricultural University)

Abstract

Integrating primary school education in urban and rural areas is essential for reducing disparities in resources and promoting educational equity. This study uses four analytical methods—entropy variation coefficient-comprehensive index, time difference correlation analysis, multivariate linear regression prediction, and Beta convergence—to analyze the historical evolution, future trends, and convergence in primary education development levels in China. Using national time series data from 1995 to 2022, we constructed an evaluation index for primary education and found that the urban-rural gap in primary education has slightly narrowed. Although urban growth currently surpasses rural growth, projections for the next 13 years suggest a decreasing gap in annual growth rates between the two. The analysis shows significant absolute Beta convergence nationally and within urban areas from 1995 to 2035, while rural areas exhibit divergence. After controlling for factors such as per-student expenditure, school building floor space per student, student-teacher ratio, teacher education level, teacher title structure, number of primary schools per student, enrollment rates, and dependency ratio, we find no significant conditional convergence at the national level or between urban and rural areas from 1995 to 2035. These results highlight that current levels of urban-rural investment are inadequate for balancing primary education development. To address this, increased and equitable educational investment is necessary for balanced development across urban and rural areas, within rural areas, and among urban regions.

Suggested Citation

  • Yan Zhang & Wei Yang & Bo Li & Yifan Yang & Liu Chen & Lu Feng, 2025. "Convergence of primary education development in urban and rural China: empirical analysis of historical trends and future projections," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-18, December.
    • Handle: RePEc:pal:palcom:v:12:y:2025:i:1:d:10.1057_s41599-025-04752-9
    DOI: 10.1057/s41599-025-04752-9
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    1. Zuo, Hong & Li, Shi & Ge, Zhenyu & Chen, Jialu, 2023. "The impact of education on relative poverty and its intergenerational transmission —— Causal identification based on the Compulsory Education Law," China Economic Review, Elsevier, vol. 82(C).
    2. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    3. Ramzi, Sourour & Afonso, António & Ayadi, Mohamed, 2016. "Assessment of efficiency in basic and secondary education in Tunisia: A regional analysis," International Journal of Educational Development, Elsevier, vol. 51(C), pages 62-76.
    4. Assaad, Ragui & Krafft, Caroline, 2015. "Is free basic education in Egypt a reality or a myth?," International Journal of Educational Development, Elsevier, vol. 45(C), pages 16-30.
    5. Rafaella L. S. Nascimento & Roberta A. de A. Fagundes & Renata M. C. R. Souza, 2022. "Statistical Learning for Predicting School Dropout in Elementary Education: A Comparative Study," Annals of Data Science, Springer, vol. 9(4), pages 801-828, August.
    6. Hannum, Emily & Wang, Fan, 2022. "Fewer, better pathways for all? Intersectional impacts of rural school consolidation in China’s minority regions," World Development, Elsevier, vol. 151(C).
    7. Dandan Zhang & Xin Li & Jinjun Xue, 2015. "Education Inequality between Rural and Urban Areas of the People's Republic of China, Migrants’ Children Education, and Some Implications," Asian Development Review, MIT Press, vol. 32(1), pages 196-224, March.
    8. Naijia Guo & Shuangxin Wang & Junsen Zhang, 2024. "The Short- and Long-Run Impacts of Free Education on Schooling: Direct Effects and Intra-Household Spillovers," The Economic Journal, Royal Economic Society, vol. 134(663), pages 2876-2911.
    9. Robert J. Barro & Xavier Sala-I-Martin, 1992. "Public Finance in Models of Economic Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 59(4), pages 645-661.
    10. Zhenguo Xu & Wanli Xie & Caixia Liu, 2023. "An Optimized Fractional Nonlinear Grey System Model and Its Application in the Prediction of the Development Scale of Junior Secondary Schools in China," Sustainability, MDPI, vol. 15(4), pages 1-12, February.
    11. Abhoy K. Ojha & Dwarkaprasad Chakravarty, 2012. "Beyond Corporate Social Responsibility: A Role for Corporate India in Rural Primary Education," IIM Kozhikode Society & Management Review, , vol. 1(2), pages 55-63, July.
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