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Wilfried Admiraal – Scandinavian Journal of Educational Research, 2025
Of the teachers who leave the profession, about half of them are dissatisfied with the school they work at. Teachers' school environment can have both supportive and adverse effects on their satisfaction with school and teaching in general. Yet this relationship might be different for the Nordic countries than for other European countries as the…
Descriptors: Teacher Attitudes, Foreign Countries, Teacher Persistence, Work Environment
Nathan McJames; Andrew Parnell; Ann O'Shea – Educational Review, 2025
Teacher shortages and attrition are problems of international concern. One of the most frequent reasons for teachers leaving the profession is a lack of job satisfaction. Accordingly, in this study we have adopted a causal inference machine learning approach to identify practical interventions for improving overall levels of job satisfaction. We…
Descriptors: Job Satisfaction, Teacher Surveys, Administrator Surveys, Faculty Mobility
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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