Social Media Use Among School Administrators:A Mixed-Methods Approach to Scale Development and Validation
DOI:
https://doi.org/10.32674/awxjry81Keywords:
social media, school administrators, scale development, digital leadership, confirmatory factor analysisAbstract
This mixed-methods study had two aims: to determine the purpose of school administrators’ use of social media and to develop and validate a scale measuring those purposes. In the qualitative phase, 15 school principals were interviewed individually, and the social media accounts of five principals were analyzed to identify purposes of use. In the second phase, an instrument was developed and validated across two independent samples of school administrators attending separate in-service training programs organized by the Turkish Ministry of National Education (MONE). Exploratory factor analysis (EFA; n = 156), using principal axis factoring with direct oblimin rotation, revealed a three-factor structure: stakeholder communication, personal use, and professional development, accounting for 65.52% of the total variance. Confirmatory factor analysis (CFA; n = 148) supported the factor structure with satisfactory model fit (χ²/df = 1.60, CFI = .955, RMSEA = .064). Convergent and discriminant validity were established through average variance extracted, composite reliability, McDonald’s omega, and the Fornell–Larcker criterion.
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Alkis, Y., Kadirhan, Z., & Sat, M. (2017). Development and validation of social anxiety scale for social media users. Computers in Human Behavior, 72, 296-303. https://doi.org/10.1016/j.chb.2017.03.011 DOI: https://doi.org/10.1016/j.chb.2017.03.011
Baltacı, Ö. (2019). The predictive relationships between the social media addiction and social anxiety, loneliness, and happiness. International Journal of Progressive Education, 15(4), 73-82. DOI: https://doi.org/10.29329/ijpe.2019.203.6
Bankert, S. L. (2014). Social media as a relationship building tool for non-profit organizations (Publication No. 1572274) [Master’s thesis, Gonzaga University]. ProQuest Dissertations & Theses Global.
Barkley, C. (2012). School leader use of social media for professional discourse (Publication No. 3523861) [Doctoral dissertation, Virginia Commonwealth University]. ProQuest Dissertations & Theses Global.
Beckman, K., Apps, T., & Bennett, S. (2024). Schoolfeeds: A study of principals’ governance of school social media pages and students’ data, privacy and treatment. Computers and Education Open, 7, 100213. https://doi.org/10.1016/j.caeo.2024.100213 DOI: https://doi.org/10.1016/j.caeo.2024.100213
Bowman, H., Giles, M., Orange, A., Decman, J., & Willis, J. M. (2022). Social media practices of school administrators: The time is now. School Leadership Review, 17(1), Article 4. https://scholarworks.sfasu.edu/slr/vol17/iss1/4
Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77-101. https://doi.org/10.1191/1478088706qp063oa DOI: https://doi.org/10.1191/1478088706qp063oa
Carpenter, J. P., & Krutka, D. G. (2014). How and why educators use Twitter: A survey of the field. Journal of Research on Technology in Education, 46(4), 414–434. https://doi.org/10.1080/15391523.2014.925701 DOI: https://doi.org/10.1080/15391523.2014.925701
Cox, D., & McLeod, S. (2014). Social media strategies for school principals. NASSP Bulletin, 98(1), 5-25. https://doi.org/10.1177/0192636513510596 DOI: https://doi.org/10.1177/0192636513510596
Creswell, J. W., & Plano Clark, V. L. (2018). Designing and conducting mixed methods research (3rd ed.). SAGE.
Dobrean, A., & Pasarelu, C.-R. (2016). Impact of social media on social anxiety: A systematic review. In F. Durbano & B. Marchesi (Eds.), New developments in anxiety disorders (pp. 129–149). IntechOpen. https://doi.org/10.5772/65188 DOI: https://doi.org/10.5772/65188
Donelan, H. (2016). Social media for professional development and networking opportunities in academia. Journal of Further and Higher Education, 40(5), 706-729. https://doi.org/10.1080/0309877X.2015.1014321 DOI: https://doi.org/10.1080/0309877X.2015.1014321
Dunsmore, S. (2021). Principals’ experience of social media in New Zealand schools [Master’s thesis, The University of Waikato]. The University of Waikato Research Commons. https://hdl.handle.net/10289/14453
Fabrigar, L. R., Wegener, D. T., MacCallum, R. C., & Strahan, E. J. (1999). Evaluating the use of exploratory factor analysis in psychological research. Psychological Methods, 4(3), 272. https://psycnet.apa.org/doi/10.1037/1082-989X.4.3.272 DOI: https://doi.org/10.1037/1082-989X.4.3.272
Fancera, S. F. (2020). School leadership for professional development: the role of social media and networks. Professional Development in Education, 46(4), 664-676. https://doi.org/10.1080/19415257.2019.1629615 DOI: https://doi.org/10.1080/19415257.2019.1629615
Fox, A., & Bird, T. (2017). The challenge to professionals of using social media: Teachers in England negotiating personal-professional identities. Education and Information Technologies, 22(2), 647-675. https://doi.org/10.1007/s10639-015-9442-0 DOI: https://doi.org/10.1007/s10639-015-9442-0
Giordano, J. (2022). New Jersey school superintendents’ lived experiences and perceptions using social media professionally (Publication No. 30245743) [Doctoral dissertation, New Jersey City University]. ProQuest Dissertations and Theses Global.
Griffin, R. S. (2014). Use of social media by Indiana principals and superintendents (Publication No. 3680926) [Doctoral dissertation, Indiana State University]. ProQuest Dissertations and Theses Global.
Hamilton, J. L., Hutchinson, E., Evankovich, M. R., Ladouceur, C. D., & Silk, J. S. (2023). Daily and average associations of physical activity, social media use, and sleep among adolescent girls during the COVID‐19 pandemic. Journal of Sleep Research, 32(1), e13611. https://doi.org/10.1111/jsr.13611 DOI: https://doi.org/10.1111/jsr.13611
Hampton, S. C. (2016). Social media as a tool to effectively communicate with stakeholders: School administrators and superintendents' perceptions (Publication No. 10056549) [Doctoral dissertation, The University of Southern Mississippi]. ProQuest Dissertations & Theses Global.
Horn, J. L. (1965). A rationale and test for the number of factors in factor analysis. Psychometrika, 30(2), 179-185. https://doi.org/10.1007/BF02289447 DOI: https://doi.org/10.1007/BF02289447
Katz, E., Blumler, J. G., & Gurevitch, M. (1973). Uses and gratifications research. The Public Opinion Quarterly, 37(4), 509–523. DOI: https://doi.org/10.1086/268109
Kimmons, R., & Veletsianos, G. (2015). Teacher professionalization in the age of social networking sites. Learning, Media and Technology, 40(4), 480–501. https://doi.org/10.1080/17439884.2014.933846 DOI: https://doi.org/10.1080/17439884.2014.933846
Korkmaz, E. V., Güven, Ş., & Ünal, A. (2017). Örgütsel iletişim aracı olarak sosyal medya kullanımı, Beyşehir eğitim sektörü örneği [Social media use as organizational communication tool, case of Beysehir educational sector]. Akademik Sosyal Araştırmalar Dergisi, 53, 668-681. https://doi.org/10.16992/ASOS.12744 DOI: https://doi.org/10.16992/ASOS.12744
Lincoln, Y. S., & Guba, E. G. (1985). Naturalistic inquiry. SAGE. DOI: https://doi.org/10.1016/0147-1767(85)90062-8
McCay-Peet, L., & Quan-Haase, A. (2017). What is social media and what questions can social media research help us answer? In L. Sloan & A. Quan-Haase (Eds.), The Sage handbook of social media research methods (pp. 13–26). Sage. DOI: https://doi.org/10.4135/9781473983847.n2
Miller, D., Tilak, S., Evans, M., & Glassman, M. (2023). Using social media to create real time online networks of school leaders. Journal of Educational Administration, 61(2), 126-143. https://doi.org/10.1108/JEA-06-2022-0084 DOI: https://doi.org/10.1108/JEA-06-2022-0084
Nisar, T. M., & Whitehead, C. (2016). Brand interactions and social media: Enhancing user loyalty through social networking sites. Computers in Human Behavior, 62, 743-753. https://doi.org/10.1016/j.chb.2016.04.042 DOI: https://doi.org/10.1016/j.chb.2016.04.042
Nunnally, J. C. (1978). Psychometric theory (2nd ed.). McGraw-Hill.
O’Day, E. B., & Heimberg, R. G. (2021). Social media use, social anxiety, and loneliness: A systematic review. Computers in Human Behavior Reports, 3, 100070. https://doi.org/10.1016/j.chbr.2021.100070 DOI: https://doi.org/10.1016/j.chbr.2021.100070
Powers, K., & Green, M. (2016). Principals’ perspectives on social media in schools. The Journal of Social Media in Society, 5(2), 134-168.
Rao, B. N., & Kalyani, V. (2022). A study on positive and negative effects of social media on society. Journal of Science & Technology (JST), 7(10), 46-54. https://doi.org/10.46243/jst.2022.v7.i10.pp46-54 DOI: https://doi.org/10.46243/jst.2022.v7.i10.pp46-54
Schlagwein, D., & Hu, M. (2016). How and why organisations use social media: five use types and their relation to absorptive capacity. Journal of Information Technology, 32(2), 194-209. https://doi.org/10.1057/jit.2016.7 DOI: https://doi.org/10.1057/jit.2016.7
Srivastava, P. (2012). Social networking & its impact on education-system in contemporary era. International Journal of Information Technology Infrastructure. 1(2), 11–18. DOI: https://doi.org/10.1364/PHOTONICS.2012.W2A.1
Taylor, C., & Dobbins, T. (2021). Social media: A (new) contested terrain between sousveillance and surveillance in the digital workplace. New Technology, Work and Employment, 36(3), 263-284. https://doi.org/10.1111/ntwe.12206 DOI: https://doi.org/10.1111/ntwe.12206
Trust, T., Krutka, D. G., & Carpenter, J. P. (2016). “Together we are better”: Professional learning networks for teachers. Computers & Education, 102, 15–34. https://doi.org/10.1016/j.compedu.2016.06.007 DOI: https://doi.org/10.1016/j.compedu.2016.06.007
Tullett-Prado, D., Stavropoulos, V., Gomez, R., & Doley, J. (2023). Social media use and abuse: Different profiles of users and their associations with addictive behaviours. Addictive Behaviors Reports, 17, 100479. https://doi.org/10.1016/j.abrep.2023.100479 DOI: https://doi.org/10.1016/j.abrep.2023.100479
Ugur, N. G., & Koç, T. (2019). Leading and teaching with technology: School principals' perspective. International Journal of Educational Leadership and Management, 7(1), 42-71. https://doi.org/10.17583/ijelm.2019.3758 DOI: https://doi.org/10.17583/ijelm.2019.3758
Urhan, B., Tufan Yeniçıktı, N., Şimşek, G., Sezerer Albayrak, E., Güdekli, İ. A., Hoştut, S., & Arslan Çelik, B. B. (2024). Social media use and social capital: Social media usage habits and perceptions of school administrators. Heliyon, 10(1), e23293. https://doi.org/10.1016/j.heliyon.2023.e23293 DOI: https://doi.org/10.1016/j.heliyon.2023.e23293
van Zoonen, W., & Rice, R. E. (2017). Paradoxical implications of personal social media use for work. New Technology, Work and Employment, 32(3), 228-246. https://doi.org/10.1111/ntwe.12098 DOI: https://doi.org/10.1111/ntwe.12098
Watkins, M. W. (2018). Exploratory factor analysis: A guide to best practice. Journal of Black Psychology, 44(3), 219-246. https://doi.org/10.1177/0095798418771807 DOI: https://doi.org/10.1177/0095798418771807
We Are Social & Meltwater (2023). Digital 2023 global overview report. https://datareportal.com/reports/digital-2023-global-overview-report
Willis, A., Grainger, P., Thiele, C., Simon, S., Menzies, S., & Dwyer, R. (2023). The benefits and pitfalls of social media for teachers’ agency and wellbeing. Technology, Pedagogy and Education, 32(5), 621–637. https://doi.org/10.1080/1475939X.2023.2210585 DOI: https://doi.org/10.1080/1475939X.2023.2210585
Wu, W., Huang, L., & Yang, F. (2024). Social anxiety and problematic social media use: A systematic review and meta-analysis. Addictive Behaviors, 153, 107995. https://doi.org/10.1016/j.addbeh.2024.107995 DOI: https://doi.org/10.1016/j.addbeh.2024.107995
Yunus, M. (2023). Understanding the link between social media use and mental health issues. Journal of Clinical Research and Applied Medicine, 3(3), 31-36. https://doi.org/10.5530/jcram.3.3.7 DOI: https://doi.org/10.5530/jcram.3.3.7
Yusuf, B., Walters, L., & Mohamed, A. (2020, April 30). Social media and school leadership efficiency. Oxford Research Encyclopedia of Education. Retrieved 15 Dec. 2025. https://doi.org/10.1093/acrefore/9780190264093.013.660 DOI: https://doi.org/10.1093/acrefore/9780190264093.013.660
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