Abstract
School-to-school collaboration has been widely applied in many countries to improve schools’ academic outcomes. This study contributes to the understanding of the cognitive benefits of school-to-school collaboration. This study analyses the China Education Panel Survey (CEPS, 2013–2014) data by using propensity score matching to reveal the causal relations. The CEPS is a national survey that seeks feedback on the educational experience of students in grade 7 and grade 9 (age 13 and 15), their teachers and parents by using a stratified, multistage, sampling technique. The findings suggest that school-to-school collaboration can significantly promote students’ cognitive skills, given a series of covariates. Moreover, the heterogeneous treatment effect across family-related and individual-related covariates has been estimated. Students with higher social-economic status and better family support benefit less from the cognitive returns of school-to-school collaboration than those who have lower social-economic status and limited family support. The findings of this study suggest that the cognitive benefits of school-to-school collaboration have no difference in relation to students’ health conditions, learning time, or their experiences in school. Finally, the study’s limitations and future research directions are discussed.
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References
Ainscow, M., Muijs, D., & West, M. (2006). Collaboration as a strategy for improving schools in challenging circumstances. Improving Schools, 9(3), 192–202. https://doi.org/10.1177/1365480206069014.
Armstrong, P., & Ainscow, M. (2018). School-to-school support within a competitive education system: Views from the inside. School Effectiveness and School Improvement, 29(4), 614–633. https://doi.org/10.1080/09243453.2018.1499534.
Atkinson, M., Springate, I., Johnson, F., & Halsey, K. (2007). Inter-school collaboration: A literature review. Retrieved from http://www.schoolsworkingtogether.org/documents/nfer-report.pdf.
Azorin, C., & Muijs, D. (2017). Networks and collaboration in Spanish education policy. Educational Research, 59(3), 273–296. https://doi.org/10.1080/00131881.2017.1341817.
Billett, S., Clemans, A., & Seddon, T. (2005). Forming, developing and maintaining social partnerships. Paper presented at the Australian Vocational Education and Training Research Association Annual Conference, Adelaide. http://www.avetra.org.au/publications/archives.shtml.
Caliendo, M., & Kopeining, S. (2008). Some practical guidance for the implementation of propensity score matching. Journal of Economic Surveys, 22(1), 31–72. https://doi.org/10.1111/j.1467-6419.2007.00527.x.
Chapman, C. (2008). Towards a framework for school-to-school networking in challenging circumstances. Educational Research, 50(4), 403–420. https://doi.org/10.1080/00131880802499894.
Chapman, C. (2013). Academy federations, chains, and teaching schools in England: Reflections on leadership, policy, and practice. Journal of School Choice, 7(3), 334–352. https://doi.org/10.1080/15582159.2013.808936.
Chapman, C., & Allen, T. (2006). Collaborative reform for schools in difficulty. Improving Schools, 9(3), 291–301. https://doi.org/10.1177/1365480206072269.
Chapman, C., & Muijs, D. (2013). Collaborative school turnaround: A study of the impact of school federations on student outcomes. Leadership and Policy in Schools, 12(3), 200–226. https://doi.org/10.1080/15700763.2013.831456.
Chapman, C., & Muijs, D. (2014). Does school-to-school collaboration promote school improvement? A study of the impact of school federations on student outcomes. School Effectiveness and School Improvement, 25(3), 351–393. https://doi.org/10.1080/09243453.2013.840319.
Chapman, C., Muijs, D., & MacAllister, J. (2011). A study of the impact of school federation on student outcomes. Retrieved from https://dera.ioe.ac.uk/12140/1/download%3Fid=155373&filename=the-impact-of-school-federation-on-student-outcomes.pdf.
Chapman, C., Muijs, D., Sammons, P., Armstrong, P., & Collins, A. (2009). Impact of federations on student outcomes: A report prepared for the National College of Leadership for Schools and Children's Services. Retrieved from https://dera.ioe.ac.uk/12140/1/download%3Fid%3D155373%26filename%3Dthe-impact-of-school-federation-on-student-outcomes.pdf.
Connolly, M., & James, C. (2006). Collaboration for school improvement: A resource dependency and institutional framework. Educational Management Administration & Leadership, 34(1), 69–87. https://doi.org/10.1177/1741143206059540.
Croft, J. (2015). Collaborative overreach: Why collaboration probably isn't key to the next phase of school reform. Retrieved from https://cfee.org.uk/sites/default/files/Collaborative%20overreach.pdf.
Ding, Y. D. (2019). Can school-to-school collaboration improves students’ academic outcomes? An empirical study based on CEPS data. Shanghai Educational Research, 37(6), 39–44.
Donnelly, C., & Gallagher, T. (2008). School collaboration in Northern Ireland: Opportunities for reconciliation. Retrieved from http://www.schoolsworkingtogether.com/documents/School-Collaboration-in-NI.pdf.
Duffy, G., & Gallagher, T. (2014). Sustaining school partnerships: The context of cross-sectoral collaboration between schools in a separate education system in Northern Ireland. Review of Education, 2(2), 189–210. https://doi.org/10.1002/rev3.3034.
Duffy, G., & Gallagher, T. (2017). Shared education in contested spaces: How collaborative networks improve communities and schools. Journal of Educational Change, 18(1), 107–134. https://doi.org/10.1007/s10833-016-9279-3.
Fang, G., & Hou, Y. (2019). How family social economic status impacts the development of secondary students’ cognitive competence. Global Education, 48(9), 68–76.
Gallagher, T. (2016). Shared education in Northern Ireland: School collaboration in divided societies. Oxford Review of Education, 42(3), 362–375. https://doi.org/10.1080/03054985.2016.1184868.
Gu, Q., Rea, S., Smethem, L., Dunford, J., Varley, M., Sammons, P., … Powell, L. (2016). Teaching schools evaluation Research brief. Retrieved from https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/503332/Research_Brief_FINAL_FOR_PUB.pdf.
Hadfield, M., & Ainscow, M. (2018). Inside a self-improving school system: Collaboration, competition and transition. Journal of Educational Change, 19(4), 441–462. https://doi.org/10.1007/s10833-018-9330-7.
Hao, L., & Yu, X. (2017). Sources of unequal cognitive development of middle-school students in China’s rural-urban migration era. Chinese Journal of Sociology, 3(1), 32–55. https://doi.org/10.1177/2057150x16684115.
Jopling, M., & Hadfield, M. (2015). From fragmentation to multiplexity: Decentralisation, localism and support for school collaboration in England and Wales. Journal of Educational Research Online, 7(1), 49–67.
Leithwood, K. (2019). Characteristics of effective leadership networks: A replication and extension. School Leadership & Management, 39(2), 175–197. https://doi.org/10.1080/13632434.2018.1470503.
Liu, J. (2013). The development of inequality in public school admission: Public discourses on Ze Xiao and practices in urban China. (Ph.D.), Nagoya University, Nagoya.
Liu, J. (2018). Constructing resource sharing collaboration for quality public education in urban China: Case study of school alliance in Beijing. International Journal of Educational Development, 59, 9–19. https://doi.org/10.1016/j.ijedudev.2017.09.004.
Meng, F., Zhang, L., & She, Y. (2016). Three modes of running schools by group in elementary education in China. Educational Research, 37(10), 40–45.
Muijs, D., Ainscow, M., Chapman, C., & West, M. (2011). Collaboration and networking in education. New York, NY: Springer.
Muijs, D., West, M., & Ainscow, M. (2010). Why network? Theoretical perspectives on networking. School Effectiveness and School Improvement, 21(1), 5–26. https://doi.org/10.1080/09243450903569692.
Nooteboom, B. (2004). Inter-firm collaboration, networks and strategy: A integrated approach (1st ed.). New York, NY: Routledge.
Piaget, J. (1977). The development of thought: Equilibration of cognitive structures. New York: Viking.
Pino-Yancovic, M., & Ahumada, L. (2020). Collaborative inquiry networks: The challenge to promote network leadership capacities in Chile. School Leadership & Management. https://doi.org/10.1080/13632434.2020.1716325.
Powell, M., Hull, D., & Beaujean, A. (2019). Propensity score matching for education data: Worked examples. The Journal of Experimental Education. https://doi.org/10.1080/00220973.2018.1541850.
Psaltis, C., & Duveen, G. (2006). Social relations and cognitive development: The influence of conversation type and representations of gender. European Journal of Social Psychology, 36, 407–430. https://doi.org/10.1002/ejsp.308.
Rincon-Gallardo, S. (2019). Leading school networks to liberate learning: Three leadership roles. School Leadership & Management. https://doi.org/10.1080/13632434.2019.1702015.
Rincon-Gallardo, S., & Fullan, M. (2016). Essential features of effective networks in education. Journal of Professional Capital and Community, 1(1), 5–22. https://doi.org/10.1108/JPCC-09-2015-0007.
Rosenbaum, P., & Rubin, D. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. https://doi.org/10.1093/biomet/70.1.41.
Shen, J. (2018). The exploration of school-to-school collaboration in Hangzhou. Shanghai Educational Research, 36(2), 30–32.
Sills, J., Rose, G., & Emerson, L. M. (2016). The role of collaboration in the cognitive development of young children: A systematic review. Child: Care, Health and Development, 42, 313–324. https://doi.org/10.1111/cch.12330.
Stoll, L. (2015). Three greats for a self-improving school system: Pedagogy, professional development and leadership: executive summary. Retrieved from London: https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/406279/Three_greats_for_a_self_improving_system_pedagogy_professional_development_and_leadership_executive_summary.pdf.
Swenson, L., & Strough, J. (2008). Adolescents’ collaboration in the classroom: Do peer relationships or gender matter? Psychology in the Schools, 45(8), 715–728. https://doi.org/10.1002/pits.20337.
Tenenbaum, H. R., Winstone, N. E., Leman, P. J., & Avery, R. E. (2019). How effective is peer interaction in facilitating learning? A meta-analysis. Journal of Educational Psychology. https://doi.org/10.1037/edu0000436.
Topping, K. J. (2005). Trends in peer learning. Educational Psychology, 25, 631–645. https://doi.org/10.1080/01443410500345172.
Turner, J. (2004). Building bridges: A study of independent-state school partnerships. Retrieved from https://dera.ioe.ac.uk/5306/1/media-7b0-b4-building-bridges.pdf.
VanLehn, K. (1996). Cognitive skill acquisition. Annal Review of Psychology, 47(1), 513–539.
Vygotsky, L. S. (1978). Mind in society: The development of higher mental processes. Cambridge: Harvard University Press.
Wang, Y. (2019). The impact of Student mutual relationships on their academic outcomes in the context of school-to-school collaboration: The mediation effect of school belongings and cross-school interactions. Shanghai Educational Research, 37(4), 10–14.
West, M. (2010). School-to-school cooperation as a strategy for improving student outcomes in challenging contexts. School Effectiveness and School Improvement, 21(1), 93–112. https://doi.org/10.1080/09243450903569767.
Xue, H., & Meng, F. (2011). A study on the fellowship pattern of inter-school collaboration. Educational Research, 33(6), 36–41.
Yang, X. W. (2014). Exploring the new mechanisms of balanced high quality development of regional compulsory education: An example of collective school running. Educational Development Research, 24(4), 1–9.
Yu, X., & Ruan, Q. (2017). New elite school-to-school partnership: “Hangzhou strategy” in educational supply reform within a city. People’s Education, 67(11), 21–25.
Zapiti, A., & Psaltis, C. (2012). Asymmetries in peer interaction: The effect of social representations of gender and knowledge asymmetry on children’s cognitive development. European Journal of Social Psychology, 42, 578–588. https://doi.org/10.1002/ejsp.1885.
Zhang, S. (2017). Research on models for grouped school-running in elementary education. Educational Research, 38(6), 87–94.
Zhou, X., & Xie, Y. (2019). Heterogeneous treatment effects in the presence of self-selection: A propensity score perspective. Sociological Methodology. https://doi.org/10.1177/0081175019862593.
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Many thanks to the Chinese Survey Center, Chinese Renmin University, for their permission to use the China Education Panel Survey data.
Funding
This study is supported by Guangdong Educational Science Planning Project, ID: 2020WQYB072.
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Fang, G., Chan, P.W.K. & Kalogeropoulos, P. The Effects of School-to-School Collaboration on Student Cognitive Skills: Evidence from Propensity Score Analysis. Asia-Pacific Edu Res 31, 193–203 (2022). https://doi.org/10.1007/s40299-020-00549-3
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DOI: https://doi.org/10.1007/s40299-020-00549-3