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STUDI LITERATUR TENTANG INTEGRASI TEKNOLOGI ANALITIK DALAM MENDORONG REFLEKSI KRITIS MAHASISWA islawati, islawati; Fadly, Dewiyanti
MACCA : Science-Edu Journal Vol.2, No.3 (2025): Oktober 2025
Publisher : Education and Talent Development Center of Indonesia (ETDC Indonesia)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51574/msej.v2i3.4485

Abstract

Penelitian ini bertujuan untuk mengkaji bagaimana integrasi teknologi analitik, khususnya Artificial Intelligence (AI) dan Learning Management System (LMS), dapat mendorong refleksi kritis mahasiswa dalam konteks pendidikan tinggi. Menggunakan pendekatan studi literatur sistematis, artikel ini menganalisis 14 sumber ilmiah yang relevan untuk mengidentifikasi peran, potensi, serta tantangan integrasi teknologi tersebut dalam proses pembelajaran reflektif. Hasil studi menunjukkan bahwa AI Feedback berkontribusi signifikan dalam memberikan umpan balik otomatis yang mendalam dan adaptif, yang mampu merangsang kesadaran reflektif mahasiswa. Sementara itu, LMS menyediakan fitur pelaporan data dan pelacakan aktivitas belajar yang memungkinkan mahasiswa mengevaluasi kinerjanya secara berbasis data. Meskipun demikian, efektivitas integrasi teknologi ini sangat tergantung pada desain pedagogis, literasi digital, serta bimbingan reflektif dari dosen. Studi ini memberikan kontribusi konseptual terhadap pengembangan model pembelajaran reflektif berbasis teknologi dan menyoroti pentingnya strategi implementasi yang memperhatikan aspek pedagogis dan etis. Diharapkan hasil kajian ini dapat menjadi dasar bagi penelitian empiris lanjutan dan pengembangan kebijakan pembelajaran digital yang lebih reflektif dan transformatif
Patterns, Trends, and Thematic Focus of Teacher Self-Efficacy and Instructional Innovation Research: A Bibliometric Approach Islawati, Islawati; Yunus, Muhammad
Indo-MathEdu Intellectuals Journal Vol. 7 No. 1 (2026): Indo-MathEdu Intellectuals Journal
Publisher : Lembaga Intelektual Muda (LIM) Maluku

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54373/imeij.v7i1.5033

Abstract

This study aims to map the patterns, trends, and thematic focuses of research on teachers' self-efficacy using a bibliometric approach. A bibliometric method with keyword co-occurrence analysis was employed to identify the thematic structure and research development of teachers' self-efficacy across educational levels. The data were obtained from scholarly publications indexed in Google Scholar and collected using the Publish or Perish software with the search string (“teacher self-efficacy” OR “teacher efficacy” OR “teaching self-efficacy”). The bibliographic metadata was exported in RIS format and analyzed using VOSviewer to generate density, network, and overlay visualizations. The findings indicate that teachers' self-efficacy is a central concept dominating the research landscape and functions as a key connector among multiple research themes. The thematic mapping reveals several major clusters, including beliefs and teaching practices, collective teacher efficacy and school leadership, online learning and technology, teacher well-being, and the measurement of self-efficacy. Furthermore, the temporal analysis shows that topics related to online teaching, the COVID-19 context, and teacher well-being have emerged more prominently in recent years, reflecting the evolving challenges in contemporary education. This study contributes conceptually by providing a macro-level overview of the intellectual structure and developmental trends of research on teachers' self-efficacy.  
Comparison of the Effectiveness of Conventional PjBL and Green Chemistry Integrated PjBL on Learning Outcomes and 21st Century Skills: SLR Yunus, Muhammad; Islawati, Islawati
Indo-MathEdu Intellectuals Journal Vol. 7 No. 1 (2026): Indo-MathEdu Intellectuals Journal
Publisher : Lembaga Intelektual Muda (LIM) Maluku

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54373/imeij.v7i1.5034

Abstract

This study aims to compare the effectiveness of conventional Project-Based Learning (PjBL) and Green Chemistry–integrated PjBL in improving learning outcomes and 21st-century skills in chemistry education. The study employed a Systematic Literature Review (SLR) approach by synthesizing findings from 17 national and international scholarly articles relevant to the research focus. The SLR process followed structured stages, including identification, selection, data extraction, and narrative synthesis. The variables analyzed included cognitive learning outcomes, 21st-century skills (Higher Order Thinking Skills, creativity, collaboration, and communication), learning engagement, environmental literacy, and project product quality. The results of the SLR indicate that both conventional PjBL and Green Chemistry–integrated PjBL are consistently reported to enhance learning outcomes and 21st-century skills compared to traditional instructional approaches. However, Green Chemistry–integrated PjBL demonstrates a broader range of learning impacts. In addition to improving academic achievement and 21st-century skills, this approach is reported to foster environmental literacy, understanding of Green Chemistry principles, student engagement, and the development of sustainability-oriented project products. These findings suggest that integrating Green Chemistry provides substantial added value to the implementation of PjBL in chemistry learning. This study concludes that Green Chemistry–integrated PjBL offers a more comprehensive pedagogical approach than conventional PjBL in supporting 21st-century chemistry education and Education for Sustainable Development. The findings are expected to serve as both a conceptual and practical reference for educators, researchers, and policymakers in designing project-based chemistry learning that emphasizes sustainability