Teacher Motivation and Instructional Effectiveness in Government Schools
DOI:
https://doi.org/10.63345/Keywords:
Teacher Motivation, Instructional Effectiveness, Government Schools, Teacher Self-Efficacy, Machine Learning, Educational AnalyticsAbstract
Teacher motivation is increasingly recognized as a multidimensional professional resource that can shape instructional effectiveness, classroom engagement, and teachers’ willingness to adopt innovative pedagogical practices. This study proposes an integrated framework for examining the relationship between intrinsic motivation, professional self-efficacy, institutional support, recognition, workload perception, and instructional effectiveness among teachers working in government secondary schools. A distinctive research gap is identified in the limited use of multimodal and machine-learning approaches that combine teacher-reported motivation with observable instructional indicators rather than treating effectiveness as a single self-reported construct. The proposed study therefore conceptualizes instructional effectiveness through classroom management, cognitive activation, learner support, instructional adaptability, and technology-assisted pedagogy. It further investigates whether school-level organizational conditions alter the strength of the relationship between teacher motivation and instructional effectiveness. A hybrid analytical framework combining conventional multilevel statistical modelling with interpretable machine-learning prediction is proposed to distinguish explanatory relationships from predictive patterns.









