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Managing Machine Learning Integration in English Language Curriculum: Challenges and Innovations in Teacher Training Zailani Iman, Muhammad; Monic Veronica, Ayu; Airlangga Asis, Alfian
TechComp Innovations: Journal of Computer Science and Technology Vol. 2 No. 1 (2025): TechComp Innovations: Journal of Computer Science and Technology
Publisher : Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70063/techcompinnovations.v2i1.91

Abstract

The integration of machine learning (ML) into English language teaching is gaining traction due to its potential to support personalized learning and increase student engagement. However, its implementation presents critical challenges. Many educators lack the pedagogical training needed to use ML tools effectively, such as adaptive learning platforms and automated assessment systems. Institutional approaches often remain fragmented and reactive, offering limited support, vague curricular links, and few opportunities for collaboration. Ethical concerns—such as data privacy, algorithmic bias, and diminished teacher autonomy—further complicate the adoption process. This study employs a qualitative library research method to examine recent literature on ML in English education and teacher preparation. Results emphasize the need for inclusive training strategies, including blended learning, mentorship, and AI-focused modules, that enable teachers to use ML tools thoughtfully and ethically. Yet these efforts are still limited in reach, highlighting the importance of systemic reforms that ensure ethical and equitable ML integration across diverse educational contexts.
Transformational Leadership in Education: Enhancing Teacher Performance through Effective Management Zailani Iman, Muhammad; Monic Veronica, Ayu
Edu Spectrum: Journal of Multidimensional Education Vol. 2 No. 1 (2025): Edu Spectrum: Journal of Multidimensional Education
Publisher : Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70063/eduspectrum.v2i1.92

Abstract

Transformational leadership has been identified as an effective approach to mitigate these challenges by fostering supportive, innovative, and empowering school environments. This study aims to investigate the multifaceted influence of transformational leadership on teacher performance enhancement, burnout reduction, and professional development through effective management practices. Employing a library research methodology, the study synthesizes recent empirical evidence and theoretical frameworks from peer-reviewed literature published within the past five years. Data were collected and analyzed through systematic review and thematic synthesis of scholarly articles focusing on transformational leadership in educational settings. The findings demonstrate that transformational leadership substantially enhances teacher motivation and job satisfaction by providing individualized support and cultivating a shared sense of purpose. Instructional support through mentoring, guidance, and feedback strengthens teaching effectiveness, while a positive school climate mediated by transformational leadership fosters trust and collaboration. Furthermore, transformational leadership promotes continuous professional learning and pedagogical innovation by creating psychologically safe environments conducive to reflection and experimentation.