Urban scaling of basic education systems of Chinese cities

Mengqin Wu , Yuntong Cao , Yike Guo , Ruimin Cai , Zhibang Xu , Gang Xu , Limin Jiao

Computational Urban Science ›› 2026, Vol. 6 ›› Issue (1) : 66

PDF
Computational Urban Science ›› 2026, Vol. 6 ›› Issue (1) :66 DOI: 10.1007/s43762-026-00301-5
Original Paper
research-article
Urban scaling of basic education systems of Chinese cities
Author information +
History +
PDF

Abstract

Educational systems must accommodate demographic concentration in cities while maintaining teaching capacity, yet whether student enrolment, teacher inputs, and school facilities respond uniformly to city size remains unclear. Here, we analyzed the scaling of these three dimensions with population across Chinese cities from 2000 to 2020. In 2020, all six indicators scaled sublinearly with population (β ~ 0.74–0.87). In primary education, students and teachers shared an exponent of 0.87, whereas schools scaled more sublinearly (β = 0.74). These results indicate that average school size increases with city size, particularly in primary education, while student–teacher ratios remain broadly scale-neutral. Economies of scale in education provision therefore arise mainly through the organization of school facilities rather than through reduced teacher provision per student. Scale-adjusted indicators also revealed pronounced regional disparities: primary education indicators generally exceeded population-based expectations in central and southern China but fell below expectations in many northeastern, northern, and eastern coastal cities. The broadly corresponding spatial patterns of students, teachers, and schools suggest that educational resources generally follow regional differences in student enrolment. Overall, larger cities organize basic education through relatively fewer and larger schools without a corresponding reduction in teaching capacity relative to student enrolment.

Keywords

Urban system / Scaling law / Basic education system / Educational resources / Chinese cities

Cite this article

Download citation ▾
Mengqin Wu, Yuntong Cao, Yike Guo, Ruimin Cai, Zhibang Xu, Gang Xu, Limin Jiao. Urban scaling of basic education systems of Chinese cities. Computational Urban Science, 2026, 6 (1) : 66 DOI:10.1007/s43762-026-00301-5

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Alves LGA, Ribeiro HV, Lenzi EK, Mendes RS. Distance to the scaling law: A useful approach for unveiling relationships between crime and urban metrics. PLoS ONE, 2013, 88e69580

[2]

Arcaute, E., Hatna, E., Ferguson, P., Youn, H., Johansson, A., & Batty, M. (2015). Constructing cities, deconstructing scaling laws. Journal of the Royal Society Interface, 12(102). https://doi.org/10.1098/rsif.2014.0745

[3]

Batty M. The size, scale, and shape of cities. Science, 2008, 3195864769771.

[4]

Bettencourt LMA. The origins of scaling in cities. Science, 2013, 340613914381441.

[5]

Bettencourt LMA. Urban growth and the emergent statistics of cities. Science Advances, 2020, 634eaat8812

[6]

Bettencourt LMA, Lobo J. Urban scaling in Europe. Journal of the Royal Society, Interface, 2016, 1311620160005

[7]

Bettencourt LMA, West G. A unified theory of urban living. Nature, 2010, 4677318912913.

[8]

Bettencourt LMA, Lobo J, Helbing D, Kühnert C, West GB. Growth, innovation, scaling, and the pace of life in cities. Proceedings of the National Academy of Sciences of the United States of America, 2007, 1041773017306.

[9]

Bettencourt LMA, Lobo J, Strumsky D, West GB. Urban scaling and its deviations: Revealing the structure of wealth, innovation and crime across cities. PLoS ONE, 2010, 511e13541

[10]

Cai R, Wu M, Dong T, Xu G. Nonlinear scaling of medical resources with population size in Chinese cities. Smart Cities, 2026, 9690.

[11]

Chen R, Xu P, Song P, Wang M, He J. China has faster pace than Japan in population aging in next 25 years. BioScience Trends, 2019, 134287291.

[12]

Cheng Y, Gao S, Li S, Zhang Y, Rosenberg M. Understanding the spatial disparities and vulnerability of population aging in China. Asia and the Pacific Policy Studies, 2019, 617389.

[13]

Cottineau C, Hatna E, Arcaute E, Batty M. Diverse cities or the systematic paradox of urban scaling laws. Computers, Environment and Urban Systems, 2017, 63: 80-94.

[14]

D’Acci LS. The allometry of housing prices in urban scaling laws and an equalised dwellers’ utility across settlement sizes. Environment and Planning b: Urban Analytics and City Science, 2025.

[15]

de S. Alencar R, Ribeiro FL, Samaniego H, Menezes R, Evsukoff AG. Validating urban scaling laws through mobile phone data: Analysis of Brazil’s largest cities. Computational Urban Science, 2026, 6121

[16]

Gan T, Dighe T, Porfiri M. Trade-off between diversity and provision of specialized healthcare in US cities. Nature Cities, 2025, 210980989.

[17]

Gao Y, He Q, Liu Y, Zhang L, Wang H, Cai E. Imbalance in spatial accessibility to primary and secondary schools in China: Guidance for education sustainability. Sustainability, 2016, 8121236

[18]

Goodburn C. Growing up in (and out of) Shenzhen: The longer-term impacts of rural-urban migration on education and labor market entry. The China Journal, 2020, 83: 129-147.

[19]

Guo D-Y. Urban–rural school-age population changes and compulsory education resource allocation. Frontiers in Education, 2025, 10. 1695386

[20]

Hannum E, Liu X, Wang F. Estimating the effects of educational system consolidation: The case of China’s rural school closure initiative. Economic Development and Cultural Change, 2021, 701485528.

[21]

He C, Chen T, Mao X, Zhou Y. Economic transition, urbanization and population redistribution in China. Habitat International, 2016, 51: 39-47.

[22]

Jiao L, Xu Z, Xu G, Zhao R, Liu J, Wang W. Assessment of urban land use efficiency in China: A perspective of scaling law. Habitat International, 2020, 99. 102172

[23]

Lei W, Jiao L, Xu G. Understanding the urban scaling of urban land with an internal structure view to characterize China’s urbanization. Land Use Policy, 2022, 112. 105781

[24]

Lei W, Jiao L, Xu G, Zhou Z. Urban scaling in rapidly urbanising China. Urban Studies, 2022, 59918891908.

[25]

Li H, Loyalka P, Rozelle S, Wu B. Human capital and China’s future growth. Journal of Economic Perspectives, 2017, 3112548.

[26]

Li R, Yang R, Shi Y, Liu J, Chen B. Hierarchy of urban road networks from a scaling law perspective. Cities, 2025, 166. 106215

[27]

Liu J, Xing C. Migrate for education: An unintended effect of school district combination in rural China. China Economic Review, 2016, 40: 192-206.

[28]

Liu Z, Liu H, Lang W, Fang S, Chu C, He F. Scaling law reveals unbalanced urban development in China. Sustainable Cities and Society, 2022, 87. 104157

[29]

Meirelles J, Neto CR, Ferreira FF, Ribeiro FL, Binder CR. Evolution of urban scaling: Evidence from Brazil. PLoS ONE, 2018, 1310e0204574

[30]

United NationsWorld urbanization prospects 2025: Summary of results, 2025United Nations

[31]

Wang D, Teng Y. Educational migration and rural decline in China. China Journal, 2022, 88: 100-125.

[32]

Wang W, Zhao Z. Spatial decomposition of funding inequality in China’s basic education: A four-level Theil index analysis. Public Finance and Management, 2014, 144416436.

[33]

World BankWorld development report 2018: Learning to realize education’s promise, 2018World Bank

[34]

Xiang L, Stillwell J, Burns L, Heppenstall A. Measuring and assessing regional education inequalities in China under changing policy regimes. Applied Spatial Analysis and Policy, 2020, 13191112.

[35]

Xiao Y, Gong P. Removing spatial autocorrelation in urban scaling analysis. Cities, 2022, 124. 103600

[36]

Xu Y, Song W, Liu C. Social-spatial accessibility to urban educational resources under the school district system: A case study of public primary schools in Nanjing, China. Sustainability, 2018, 1072305

[37]

Xu G, Zhang S, McCulley E, Wu R, Li X, Jiao L. Evolving urban allometric scaling law of the COVID-19 epidemic in the United Kingdom. Journal of Urban Management, 2024, 132308315.

[38]

Xu G, Zhu M, Chen B, Salem M, Xu Z, Cobbinah PB, Li X, Sumari NS, Zhang X, Jiao L, Gong P. Underlying rules of evolutionary urban systems in Africa. Nature Cities, 2025, 24327335.

[39]

Xu G, Zhu M, Liu L, Guo S, Murayama Y, Salem M, Jiao L. Scaling law in a stable urban system of Japan. Sustainable Cities and Society, 2025, 125. 106335

[40]

Yang S, Jiang Q, Sánchez-Barricarte JJ. China’s fertility change: An analysis with multiple measures. Population Health Metrics, 2022, 20112

[41]

Yang Z, Wu J, Shang X, Fu R, Xie L, Ge Q. Scaling laws of CO2 emissions during global urban expansion. Npj Urban Sustainability, 2025, 513.

[42]

Zhao H, Zhao P, Liu Q, Zhang M, Jiang S. Unraveling urban dynamics: Scaling laws of human mobility across the cityscape divide. Fundamental Research, 2025, 5627312740.

[43]

Zünd D, Bettencourt LMA. Growth and development in prefecture-level cities in China. PLoS ONE, 2019, 149e0221017

Funding

National Natural Science Foundation of China(42571489)

Rights & permissions

The Author(s)

PDF

0

Accesses

0

Citation

Detail

Sections
Recommended

/

〈 〉