School Leadership and Data-Driven Decision Making: A Systematic Review of Impact on Educational Quality (2015–2025)
DOI:
https://doi.org/10.48082/espacios-a26v47n04r05Keywords:
Data-driven decision making, Educational leadership, Educational quality, Organizational culture, Systematic reviewAbstract
This systematic review, following PRISMA methodology, analyzes the impact of school leadership and data-driven decision-making on school quality (2015-2025). After evaluating 32 articles from Scopus, Web of Science, ERIC, and ProQuest, results reveal that the impact is indirect, mediated by organizational culture and data literacy. It concludes that a tension exists between institutional improvement and accountability, suggesting a shift from instrumental models toward complex sociocultural and ethical frameworks.
References
Adanne, E. F. (2024). A Meta-Analysis of Data-Driven School Leaders and School Effectiveness in the 21st Century. Journal of Human Resource and Sustainability Studies, 12(1), 204-225. https://doi.org/10.4236/jhrss.2024.121011
Albiladi, W., Lasater, K., & Bengtson, E. (2020). Data Use Among Principals and Teachers: Divergent Paths or Common Ground? : Implications for the Leadership Preparation Programs. Journal of School Administration Research and Development, 5(2), 63-76. https://doi.org/10.32674/jsard.v5i2.2240
Aldaz, J. E. C., Alban, C. G. G., Vélez, V. E. A., & Carreño, V. G. P. (2025). El liderazgo pedagógico y la toma de decisiones basada en datos. Polo del Conocimiento, 10(3), 1092-1102. https://doi.org/10.23857/pc.v10i3.9107
AlShammari, I., & AlAjmi, M. (2025). School Principals’ Perspectives on Applying Data-Driven Decision Making DDDM in Centralized School Settings. The Asia-Pacific Education Researcher, 34(2), 605-615. https://doi.org/10.1007/s40299-024-00882-x
Athanatou, M., Espinosa, M. P., & Porlan, I. (2023). Data-driven decision making as a model to improve in primary education. Journal of Education and E-Learning Research, 10(1), 36-42. https://doi.org/10.20448/jeelr.v10i1.4337
Bickmore, D. L., Roberts, M. M., & Gonzales, M. M. (2021). How aspiring principals applied course-based learning to develop school improvement plans. Journal of Educational Administration, 59(2), 199-214. https://doi.org/10.1108/JEA-06-2020-0139
Buske, R., & Zlatkin-Troitschanskaia, O. (2019). Investigating principals’ data use in school: The impact of evidence-oriented attitudes and epistemological beliefs. Educational Management Administration & Leadership, 47(6), 925-942. https://doi.org/10.1177/1741143218753192
Dormann, C., Binnewies, C., Koch, A. R., van Ackeren, I., Clausen, M., Preisendörfer, P., Schmidt, U., & Zlatkin-Troitschanskaia, O. (2016). Transferring best evidence into practice: Assess- ment of evidence-based school management.
Fernandes, J. (2023). The Role of Data-Driven Decision-Making in Effective Educational Leadership. Academy of Educational Leadership Journal, 27(2). https://www.abacademies.org/abstract/the-role-of-datadriven-decisionmaking-in-effective-educational-leadership-15998.html
Fernandes, V. (2021). Exploring leadership influence within data-informed decision-making practices in Australian independent schools. Studia Paedagogica, 26(4), 139-159. https://doi.org/10.5817/SP2021-4-7
González, M. L., & Rodríguez, D. I. R. (2020). Cultura de datos y mejora escolar: Toma de decisiones educativas basadas en evidencias. Revista Scientific, 5(15), 247-268. https://doi.org/10.29394/Scientific.issn.2542-2987.2020.5.15.12.247-268
Hasanah, E., & Yusoff, M. Z. M. (2024). Unlocking the Digital Realm: Exploring Perceptions and Practices in Educational Leadership. Tarbawi: Jurnal Keilmuan Manajemen Pendidikan, 10(02), 251-260. https://doi.org/10.32678/tarbawi.v10i02.10030
Jin, R., Peng, Y., Wang, Z., Wang, J., Tang, J., & Zhang, M. (2025). Data-Driven Educational Decision-Making: How to Enhance Educational Quality and Management Efficiency. Journal of Higher Education Research, 5(6), 550. https://doi.org/10.32629/jher.v5i6.3385
Karimov, A., Saarela, M., Kärkkäinen, T., & Aghayeva, S. (2024, julio 12). Principals’ use of data analytics in Finnish schools. En Proceedings of the 17th International Conference on Educational Data Mining. International Educational Data Mining Society. Proceedings of the 17th International Conference on Educational Data Mining. https://doi.org/10.5281/zenodo.12729858
Langeveldt, D. C. (2024). AI-Driven Leadership: A Conceptual Framework for Educational Decision-Making in the AI Era. E-Journal of Humanities, Arts and Social Sciences, 1582-1595. https://doi.org/10.38159/ehass.20245812
Lee, C., Camburn, E. M., & Sebastian, J. (2025). School context, school leaders’ data-informed decision making, and student achievement: Evidence from Florida. School Effectiveness and School Improvement, 36(1), 45-70. https://doi.org/10.1080/09243453.2024.2436889
Meyers, C. V., Abrams, L., Moon, T. R., & Hock, M. (2024). School Leader Preparation in the U.S. State of Virginia: Exploring the Relationship between Data Use in Standards and Program Delivery. Education Sciences, 14(10), 1081. https://doi.org/10.3390/educsci14101081
Meyers, C. V., Moon, T. R., Patrick, J., Brighton, C. M., & Hayes, L. (2021). Data Use Processes in Rural Schools: Management Structures Undermining Leadership Opportunities and Instructional Change. School Effectiveness and School Improvement, 33(1), 1-20. https://doi.org/10.1080/09243453.2021.1923533
Ming, G. K., Mansor, M., & Fuad, D. R. (2024). Data-Driven Decision-Making in Educational Leadership: A Systematic Literature Review (2019-2023). Pakistan Journal of Life and Social Sciences (PJLSS), 22(2). https://doi.org/10.57239/PJLSS-2024-22.2.001383
Öz, Ö., & Arastaman, G. (2022). School Principals’ Opinions on Data-based School Management: A Case Study. Participatory Educational Research, 9(3), 132-147. https://doi.org/10.17275/per.22.58.9.3
Parham, A., Adair, A. C., & Reames, E. H. (2020). Data Driven Decision-Making Tools for School Leaders: Developing Tools That Enculturate Distributive Leadership and Shared Decision-Making. Alabama Journal of Educational Leadership, 7, 29-41.
Park, V. (2018). Leading Data Conversation Moves: Toward Data-Informed Leadership for Equity and Learning. Educational Administration Quarterly, 54(4), 617-647. https://doi.org/10.1177/0013161X18769050
Parra, V., & Matus, G. (2016). Usos de datos y mejora escolar: Una aproximación a los sentidos y prácticas educativas subyacentes a los procesos de toma de decisiones. Calidad en la Educación, (45), 207-250. https://doi.org/10.31619/caledu.n45.25
Peddell, L., Lynch, D., Waters, R., Boyd, W., & Willis, R. (2020). How Do Principals of High Performing Schools Achieve Sustained Improvement Results? IAFOR Journal of Education, 8(4), 133-149.
Rojas-Bravo, J., & Fuentes, P. (2022). ¿Qué hacen los líderes educativos para la instalación de una práctica de uso de datos para la toma de decisiones? ResearchGate. https://doi.org/10.29393/RLE2-5QHRF20005
Schildkamp, K. (2019). Data-based decision-making for school improvement: Research insights and gaps. Educational Research, 61(3), 257-273. https://doi.org/10.1080/00131881.2019.1625716
Schildkamp, K., Lai, M. K., & Earl, L. (Eds.). (2013). Data-based Decision Making in Education. Springer Netherlands. https://doi.org/10.1007/978-94-007-4816-3
Schildkamp, K., Poortman, C. L., Ebbeler, J., & Pieters, J. M. (2019). How school leaders can build effective data teams: Five building blocks for a new wave of data-informed decision making. Journal of Educational Change, 20(3), 283-325. https://doi.org/10.1007/s10833-019-09345-3
Sergis, S., & Sampson, D. G. (2016). Data-Driven Decision Making for School Leadership: A Critical Analysis of Supporting Systems. En R. Huang, Kinshuk, & J. K. Price (Eds.), ICT in Education in Global Context: Comparative Reports of Innovations in K-12 Education (pp. 145-171). Springer. https://doi.org/10.1007/978-3-662-47956-8_8
Shamsuddin, F., & Razak, A. Z. A. (2023). Development of a Model for Data-Driven Decision Making: Critical Skills for School Leaders. Malaysian Journal of Social Sciences and Humanities (MJSSH), 8(12), e002614-e002614. https://doi.org/10.47405/mjssh.v8i12.2614
van den Boom-Muilenburg, S. N., Poortman, C. L., Schildkamp, K., de Vries, S., & van Veen, K. (2023). Sustaining data use professional learning communities in schools: The role of leadership practices. Studies in Educational Evaluation, 78, 101273. https://doi.org/10.1016/j.stueduc.2023.101273
Wang, Y. (2019). Is Data-Driven Decision Making at Odds with Moral Decision Making? A Critical Review of School Leaders’ Decision Making in the Era of School Accountability. Values and Ethics in Educational Administration, 14(2). https://eric.ed.gov/?id=EJ1233012
Young, C., McNamara, G., Brown, M., & O’Hara, J. (2018). Adopting and adapting: School leaders in the age of data-informed decision making. Educational Assessment, Evaluation and Accountability, 30(2), 133-158. https://doi.org/10.1007/s11092-018-9278-4
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