The Impact of Higher Education Enrollment on Per Capita GDP in the Yangtze River Delta: An Analysis Based on BCC-DEA and Spatial Econometric Models

Authors

  • Haidong Sun Xuzhou Open University, China

DOI:

https://doi.org/10.57260/csdj.2025.281426

Keywords:

Yangtze river delta, Student enrollment, Per capita GDP, BCC-DEA, Spatial econometric analysis

Abstract

The Yangtze River Delta (YRD) is a key driver of China's economic growth, with higher education playing a critical role in fostering regional economic development. This study uses the BCC-DEA model and spatial econometric methods with 2022 data to evaluate the efficiency of regular higher education enrollment in contributing to per capita GDP and explores its spatial distribution. The results reveal significant regional disparities in resource allocation, with some cities being DEA-efficient, such as Zhoushan, Wuxi, and Xuancheng (TE = 1),  while others exhibit inefficiencies, including Shanghai (TE = 0.15; SE = 0.338) and Hefei (TE = 0.032; SE = 0.934).  Spatial correlation between higher education resources and per capita GDP is weak, with Moran’s I = −0.073, and OLS regression shows a mismatch between educational resources and economic development, with the coefficient of enrollment (−0.017, p = 0.694) and low explanatory power (R² = 0.094; adjusted R² = −0.359). This study provides theoretical insights and policy recommendations for optimizing resource allocation and promoting coordinated development between higher education and the economy in the YRD region.

Downloads

Download data is not yet available.

References

Anselin, L. (1988). Spatial Econometrics: Methods and Models. Berlin: Springer Netherlands.

Banker, R. D., Charnes, A., Cooper, W. W. (1984). Some Models for Estimating Tech-nical and Scale Inefficiencies in Data Envelopment Analysis. Management Science, 30, 1078–1092. https://doi.org/10.1287/mnsc.30.9.1078

Barro, R. (2013). Education and Economic Growth. Annals of Economics and Finance, 14(2), 301-328. https://EconPapers.repec.org/RePEc:cuf:journl:y:2013:v:14:i:2:barro:education

Barro, R. J., & Sala-i-Martin, X. (2004). Economic growth. (2nd ed.). Cambridge Mass: MIT Press.

Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 2(6), 429-444. https://doi.org/10.1016/0377-2217(78)90138-8

Dexiang Zhang, X. J. (2024). Regional Higher Education Coordinated Development: Nature, Dimensions, and Theoretical Boundaries. Higher Education Research, 45(03), 33-41.

Huanliang Wang, X. Z. (2022). Empirical Research on the Efficiency of Higher Education Resource Allocation: Based on DEA Method for 31 Regions in China. Journal of Linyi University, 44(01), 1-16, 143. https://caod.oriprobe.com/issues/2091337/toc.htm

Jaffry, S. S. (2022). Impact of Education on Economic Growth: Evidence from SAARC Countries. Global Journal of Humanities and Social Sciences Research, 2(1), 7-17.

Jinling Gao, Y. H. (2024). Temporal Evolution and Spatial Agglomeration Analysis of the Coupling Coordination between Higher Education, Human Capital, Technological Innovation, and Regional Economy in China. Heilongjiang Researches on Higher Education, 42(9), 49-57.

Liang Chen, Q. S. (2024). Building a Great Power in Higher Education from the Perspective of New Quality Productivity: Core Essence, Multiple Logics and Action Directions. Inner Mongolia Social Sciences, 45(05), 31-39, 221. https://lib.blcu.edu.cn/articlesearch/web_searchingDetail?id=2031433736480

Lucas, R. E. (1988). On the mechanics of economic development. Journal of Monetary Economics, 22(1), 3-42. https://doi.org/10.1016/0304-3932(88)90168-7

Qian, X., & Smyth, R. (2008). Measuring regional inequality of education in China: widening coast–inland gap or widening rural–urban gap?. Journal of International Development, 20(2), 132-144. https://doi.org/10.1002/jid.1396

Qiang Gao, X. H. (2011). Management Performance Evaluation: Data Envelopment Analysis. Hua Tai Cultural Enterprise Co., Ltd.

Rui Li, G. Z. (2017). Evaluation of Scientific Research Efficiency in Chinese Universities: Dynamic Evaluation Based on Panel DEA and Regional Disparity Analysis. Finance and Accounting Monthly.

Wei Bu, J. C. (2022). Research on the Efficiency of Higher Education Resource Allocation in China: Based on the DEA-Malmquist Model. Journal of Changzhou Institute of Technology, 35(06), 77-84. https://caod.oriprobe.com/issues/2153996/toc.htm

Ying, W. (2021). Research on the Integration Development and Promotion Strategies of Higher Education in the Yangtze River Delta Region. Doctoral Dissertation.

Downloads

Published

2025-08-30

How to Cite

Sun, H. (2025). The Impact of Higher Education Enrollment on Per Capita GDP in the Yangtze River Delta: An Analysis Based on BCC-DEA and Spatial Econometric Models. Community and Social Development Journal, 26(3), 1–14. https://doi.org/10.57260/csdj.2025.281426

Issue

Section

บทความวิจัย (RESEARCH ARTICLE)

Categories