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Spatial Pattern and Fairness Measurement of Educational Resources in Primary and Middle Schools: A Case Study of Chengdu–Chongqing Economic Circle

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  • Wei Lu

    (Chongqing Jinfo Mountain National Field Scientific Observation and Research Station for Karst Ecosystem, Chongqing Engineering Research Center for Remote Sensing Big Data Application, School of Geographical Sciences, Southwest University, Chongqing 400715, China
    Key Laboratory of Monitoring, Evaluation and Early Warning of Territorial Spatial Planning Implementation, Ministry of Natural Resources, Chongqing 401147, China)

  • Yuechen Li

    (Chongqing Jinfo Mountain National Field Scientific Observation and Research Station for Karst Ecosystem, Chongqing Engineering Research Center for Remote Sensing Big Data Application, School of Geographical Sciences, Southwest University, Chongqing 400715, China
    Key Laboratory of Monitoring, Evaluation and Early Warning of Territorial Spatial Planning Implementation, Ministry of Natural Resources, Chongqing 401147, China)

  • Rongkun Zhao

    (Chongqing Jinfo Mountain National Field Scientific Observation and Research Station for Karst Ecosystem, Chongqing Engineering Research Center for Remote Sensing Big Data Application, School of Geographical Sciences, Southwest University, Chongqing 400715, China
    Key Laboratory of Monitoring, Evaluation and Early Warning of Territorial Spatial Planning Implementation, Ministry of Natural Resources, Chongqing 401147, China)

  • Bo He

    (Key Laboratory of Monitoring, Evaluation and Early Warning of Territorial Spatial Planning Implementation, Ministry of Natural Resources, Chongqing 401147, China
    Chongqing Planning & Design Institute, Chongqing 401147, China)

  • Zihua Qian

    (Key Laboratory of Monitoring, Evaluation and Early Warning of Territorial Spatial Planning Implementation, Ministry of Natural Resources, Chongqing 401147, China
    Chongqing Planning & Design Institute, Chongqing 401147, China)

Abstract

China’s education has developed rapidly in recent years, but the issue of educational equality still exists. Currently, there are few studies on educational resources, and their spatial pattern and fairness remain unclear. Thus, this study selected the point of interest data and spatial analysis methods to depict the spatial pattern of educational resources (containing the number of teachers, students, facilities, etc.). Then, we evaluated the equity of educational resources (including the number of schools and school teachers) in terms of geographic and population distribution by combining statistical yearbook data with two indices (the index of dissimilarity and agglomeration degree) to promote healthy urban development. The results show the following. (1) Educational resources have a multicenter spatial structure of “dual cores and multiple sub-centers”. The Moran index reflects a weak positive spatial correlation between educational resources. (2) The index of dissimilarity is between 0.02 and 0.21, which shows that the allocation of resources is relatively balanced. Regarding internal units, obvious differences exist in the agglomeration degree and equilibrium of educational resources.

Suggested Citation

  • 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.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:17:p:10840-:d:902485
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    1. Noman Saeed & Ambreen Fatima, 2015. "Educational Inequality in Rural and Urban Sindh," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 54(4), pages 767-777.
    2. Dadon-Golan, Zehorit & BenDavid-Hadar, Iris & Klein, Joseph, 2019. "Revisiting educational (in)equity: Measuring educational Gini coefficients for Israeli high schools during the years 2001–2011," International Journal of Educational Development, Elsevier, vol. 70(C), pages 1-1.
    3. Birdsall, Nancy & Londono, Juan Luis, 1997. "Asset Inequality Matters: An Assessment of the World Bank's Approach to Poverty Reduction," American Economic Review, American Economic Association, vol. 87(2), pages 32-37, May.
    4. Omoeva, Carina & Menezes Cunha, Nina & Moussa, Wael, 2021. "Measuring equity of education resource allocation: An output-based approach," International Journal of Educational Development, Elsevier, vol. 87(C).
    5. Mengyue Yuan & Tong Liu & Chao Yang, 2022. "Exploring the Relationship among Human Activities, COVID-19 Morbidity, and At-Risk Areas Using Location-Based Social Media Data: Knowledge about the Early Pandemic Stage in Wuhan," IJERPH, MDPI, vol. 19(11), pages 1-22, May.
    6. Luo, Yifeng & Zhou, Rachel Yang & Mizunoya, Suguru & Amaro, Diogo, 2020. "How various types of disabilities impact children’s school attendance and completion - Lessons learned from censuses in eight developing countries," International Journal of Educational Development, Elsevier, vol. 77(C).
    7. Yu, Nannan & Yu, Bo & de Jong, Martin & Storm, Servaas, 2015. "Does inequality in educational attainment matter for China's economic growth?," International Journal of Educational Development, Elsevier, vol. 41(C), pages 164-173.
    8. Lam, David & Levison, Deborah, 1991. "Declining inequality in schooling in Brazil and its effects on inequality in earnings," Journal of Development Economics, Elsevier, vol. 37(1-2), pages 199-225, November.
    9. Elena Meschi & Francesco Scervini, 2014. "A new dataset on educational inequality," Empirical Economics, Springer, vol. 47(2), pages 695-716, September.
    10. Yudan Zhang & Yuanqing Li & Yanan Chen & Shirao Liu & Qingyuan Yang, 2022. "Spatiotemporal Heterogeneity of Urban Land Expansion and Urban Population Growth under New Urbanization: A Case Study of Chongqing," IJERPH, MDPI, vol. 19(13), pages 1-25, June.
    11. Burger, Kaspar, 2019. "The socio-spatial dimension of educational inequality: A comparative European analysis," MPRA Paper 95309, University Library of Munich, Germany, revised 2019.
    12. Bantis, Thanos & Haworth, James, 2020. "Assessing transport related social exclusion using a capabilities approach to accessibility framework: A dynamic Bayesian network approach," Journal of Transport Geography, Elsevier, vol. 84(C).
    13. 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.
    14. Pizzol, Bruna & Giannotti, Mariana & Tomasiello, Diego Bogado, 2021. "Qualifying accessibility to education to investigate spatial equity," Journal of Transport Geography, Elsevier, vol. 96(C).
    15. Hu, Lirong & He, Shenjing & Luo, Yun & Su, Shiliang & Xin, Jing & Weng, Min, 2020. "A social-media-based approach to assessing the effectiveness of equitable housing policy in mitigating education accessibility induced social inequalities in Shanghai, China," Land Use Policy, Elsevier, vol. 94(C).
    16. Bongiorno, Christian & Santucci, Daniele & Kon, Fabio & Santi, Paolo & Ratti, Carlo, 2019. "Comparing bicycling and pedestrian mobility: Patterns of non-motorized human mobility in Greater Boston," Journal of Transport Geography, Elsevier, vol. 80(C).
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