IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0331907.html

Demand structure prediction and adaptation path of rural teachers in western China under population change

Author

Listed:
  • Yang Lv
  • Binyu Hao
  • Xuemei Zhang
  • Min Wu

Abstract

The construction of a rural teaching workforce is a key factor in promoting educational equity and the development of high-quality education. We employ the Leslie model and the age-specific grade progression rate method to estimate a population forecasting model. Using data from the seventh national census and regional statistical yearbooks and accounting for educational centralization and population trends, we forecast rural preschool, primary, and junior high teacher demand in 12 western Chinese provinces (2024–2040) on the basis of school-age population changes. The results show that (1) population changes have led to a decline in the allocation of rural education resources in western China; (2) the decrease in the school-age population has led to a continuous contraction of the teacher team structure, with a more pronounced decline in the preschool education stage; for example, rural student numbers in Gansu are projected to decline by 35% between 2024 and 2040, contributing to a 28% drop in primary teacher demand under constant policy conditions; and (3) the decline in teacher demand at all educational stages has exacerbated the imbalance in the allocation of educational resources. To address shrinking school-age populations and rural teacher imbalances, we recommend adjusting staffing standards on the basis of demographic forecasts, strengthening cross-stage professional development with clear pathways and incentives, and modernizing training through blended mentoring and data-driven coaching to ensure sustainable education quality.

Suggested Citation

  • Yang Lv & Binyu Hao & Xuemei Zhang & Min Wu, 2025. "Demand structure prediction and adaptation path of rural teachers in western China under population change," PLOS ONE, Public Library of Science, vol. 20(9), pages 1-22, September.
  • Handle: RePEc:plo:pone00:0331907
    DOI: 10.1371/journal.pone.0331907
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0331907
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0331907&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0331907?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Zhang, Huafeng, 2017. "Opportunity or new poverty trap: Rural-urban education disparity and internal migration in China," China Economic Review, Elsevier, vol. 44(C), pages 112-124.
    Full references (including those not matched with items on IDEAS)

    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. Kunxi Nie & Yueji Zhu, 2025. "Internet access, female’s non-farm employment, and income effects: insights from China," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 13(1), pages 1-29, December.
    2. Yue Sun & Liqiu Zhao & Zhong Zhao, 2025. "Hukou Status and Children’s Education in China," Economic Development and Cultural Change, University of Chicago Press, vol. 73(2), pages 979-1021.
    3. Xiang Kang & Mingxi Du & Siqin Wang & Haifeng Du, 2022. "Exploring the Effect of Health on Migrants’ Social Integration in China," IJERPH, MDPI, vol. 19(8), pages 1-20, April.
    4. Jianxu Liu & Xiaoqing Li & Shutong Liu & Sanzidur Rahman & Songsak Sriboonchitta, 2022. "Addressing Rural–Urban Income Gap in China through Farmers’ Education and Agricultural Productivity Growth via Mediation and Interaction Effects," Agriculture, MDPI, vol. 12(11), pages 1-23, November.
    5. 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," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-18, December.
    6. Liang Yue, 2020. "Education and poverty trap: Evidence from mountian areas in Sichuan province," Journal of Advances in Humanities and Social Sciences, Dr. Yi-Hsing Hsieh, vol. 6(3), pages 105-113.
    7. Yuanzhi Guo & Xuhong Li, 2025. "The evolution and driving mechanism of education inequality in China: From 2003 to 2020," PLOS ONE, Public Library of Science, vol. 20(1), pages 1-24, January.
    8. Dongmei Guo & Shuning Kong & Xin Li & Yiming Liu & Weizeng Sun, 2025. "Urbanization and subjective well-being of native urban residents: evidence from the “new-type urbanization pilot policy” in China," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 74(1), pages 1-27, March.
    9. Xin Cheng & Ziyi Yu & Jingyue Gao & Yanting Liu & Yan Dai & Jia Chen & Guangjie Liu & Zhiju Xie, 2026. "How to restore the livelihood resilience of the rural vulnerable? Evidence from 1,356 households in rural China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 28(2), pages 2865-2892, February.
    10. Wei Lu & Yuechen Li & Rongkun Zhao & Bo He & Zihua Qian, 2022. "Spatial Pattern and Fairness Measurement of Educational Resources in Primary and Middle Schools: A Case Study of Chengdu–Chongqing Economic Circle," IJERPH, MDPI, vol. 19(17), pages 1-23, August.
    11. Wang, Wenlue & Ren, Qian & Yu, Jin, 2018. "Impact of the ecological resettlement program on participating decision and poverty reduction in southern Shaanxi, China," Forest Policy and Economics, Elsevier, vol. 95(C), pages 1-9.
    12. Menghan Shen & Zhiwei Tang & Xiaoxia Liang & Xiaoyang Ye, 2025. "Migrant children's take‐up of social health insurance: Experimental evidence from China," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 44(2), pages 456-482, March.
    13. Vera Barinova & Sylvie Rochhia & Stepan Zemtsov, 2022. "Attracting highly skilled migrants to the Russian regions," Regional Science Policy & Practice, Wiley Blackwell, vol. 14(1), pages 147-173, February.
    14. Li, Xueying & Zhang, Lei, 2023. "Educational opportunity and children's migration: Evidence from China's Gaokao reform for children of migrant families," Journal of Comparative Economics, Elsevier, vol. 51(4), pages 1162-1185.
    15. Yating Ding & Lin Wu, 2025. "What influences the perception of fairness in urban and rural China? An analysis using machine learning," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-14, December.
    16. Mengyao Cheng & Yu Chen & Lidan Lyu & Yu Bai, 2024. "Children on the Move in China: Insights from the Census Data 2000–2020," Population and Development Review, The Population Council, Inc., vol. 50(3), pages 865-889, September.
    17. Yilin Hou & Jinghua Qi & Yugang Tang, 2025. "Housing Market Responses to Constrained Mobility Rights – Evidence from A School Enrollment Reform for Migrant Children," CESifo Working Paper Series 12263, CESifo.
    18. Lin, Boqiang & Wang, You, 2024. "How does the natural disasters affect urban-rural income gap? Empirical evidence from China," Energy, Elsevier, vol. 295(C).
    19. Xiangmei Zhu & Huwei Cao & Shaohua Guo, 2024. "Evaluation of Urban–Rural Total Factor Flow Efficiency Based on Multiple Symbiosis: Insights from 27 Provinces in China," Sustainability, MDPI, vol. 16(13), pages 1-21, June.
    20. Ruonan Wang & Hui Qiao & Jinyang Wei & Fengtian Zheng, 2025. "To Stay or to Migrate: Driving Factors and Formation Mechanisms of Rural Households’ Decisions Regarding Rural–Urban Student Migration in China," Societies, MDPI, vol. 15(8), pages 1-23, August.

    More about this item

    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:plo:pone00:0331907. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.