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Leading with Data, Leading with Ethics: A Practical Ethics Guide in Statistics and Data Analysis for Educational Leaders

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Elliott Ostler; Tami Williams; John Schultz – School Leadership Review, 2025

In today's data-driven and data-informed educational landscape, leaders face increasing pressure to make decisions and present results based on what appear to be comprehensive statistical analyses. However, the ethical implications of these responsibilities can be complex, particularly when statistical results carry the potential to be…

Descriptors: Data Analysis, Statistical Analysis, Data Use, Ethics

A Comparative Analysis of Master's Theses in STEM-Related Disciplines Published in Türkiye and Finland

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Ozlem Oktay; Ilknur Reisoglu; Seyda Gul; Dilek Teke; Mustafa Sozbilir; Ilayda Gunes; Rumeysa Yildiz; Gulsah Atila; Aysegul Yazar; Lauri Malmi; Päivi Kinnunen; Jarkko Lampiselkä; Arja Kaasinen – Scandinavian Journal of Educational Research, 2025

The aim of this study is to compare the master's (MA) theses in Türkiye (TR) and Finland (FIN) published between 2015-2019. A total of 765 theses were analysed in terms of year, discipline, methodological approach, research method, didactic foci, data collection tool, target group, and sample size. The results showed that FIN theses grounded on…

Descriptors: Foreign Countries, Masters Theses, STEM Education, Intellectual Disciplines