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Xuetan Zhai; Wei Yuan; Huiling Liu; Qiang Wang – Educational Studies, 2025
Effective teaching practices are essential for enhancing classroom instruction and student learning. However, a comprehensive understanding of the factors influencing teachers' instructional practices remains elusive. This study employs machine learning (ML) to identify the most significant predictors influencing the instructional practices of…
Descriptors: Artificial Intelligence, Teaching Methods, Predictor Variables, Foreign Countries
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Sampaio Maia, João; Rosa, Vítor; Mascarenhas, Daniela; Duarte Teodoro, Vítor – Cogent Education, 2022
From the 61 indicators presented in the two TALIS 2018 Reports, we constructed indices on the education quality, based on the teachers' and principals' opinions, by country/economy, for the 10 themes of these Reports. The indices result from the association between the OECD perspective on indicators' influence on the education quality and whether…
Descriptors: Educational Quality, Administrator Surveys, Teacher Surveys, Teacher Attitudes
Allison A. Serceki – ProQuest LLC, 2021
The purpose of this study was to better understand the relationship between novice teachers' context-specific self-efficacies and stresses and whether these constructs differed from the self-efficacies and stresses of experienced teachers in middle school and early high school. Novice teachers, or teachers in their first 5 years of teaching, are…
Descriptors: Correlation, Stress Variables, Stress Management, Beginning Teachers