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All Journal Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran Edcomtech: Jurnal Kajian Teknologi Pendidikan
Dedi Aco
National Dong Hwa University
Education Languange, Linguistic, Communication & Media Mathematics Other

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The Role of Generative AI in Advancing Educational Technology Research: A Systematic Review of Qualitative Data Analysis Dedi Aco; Ming-Chou Liu; Harmita Sari
Edcomtech: Jurnal Kajian Teknologi Pendidikan Vol. 11 No. 1 (2026)
Publisher : Universitas Negeri Malang in collaboration with APSTPI and IPTPI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.17977/um039v11i12026p108-127

Abstract

Large language models (LLMs) are increasingly used for qualitative data analysis; however, questions remain regarding their reliability compared to human coders. Following PRISMA 2020 guidelines, this systematic review synthesizes empirical evidence on the use of generative artificial intelligence for coding interview and focus group data. Of the 1,085 records retrieved from six academic databases between 2020 and 2026, 30 studies met the inclusion criteria. The findings indicate that LLMs, predominantly GPT-4, achieve moderate to substantial thematic agreement with human coders, with Cohen’s kappa values ranging from 0.40 to 0.91 (median 0.72) and accuracy rates between 77% and 96%. Reliability significantly improves with optimized prompting strategies and multi-run ensemble methods. Although LLMs demonstrate exceptional efficiency, reducing analysis time by 80% to 95%, they still face limitations in capturing cultural nuance, interpretive depth, and context-dependent coding. Therefore, current evidence supports the use of LLMs as an augmentation tool rather than a replacement for human researchers. Hybrid human-AI workflows, combining computational efficiency with human interpretive rigor, represent the most promising approach for robust qualitative analysis. For educational researchers, these findings highlight the potential of LLMs to advance qualitative learning analytics by enabling rapid processing of large-scale student data. Ultimately, this hybrid approach allows for deeper insights into technology-enhanced learning environments without sacrificing pedagogical nuance.
Implementasi Pendidikan Literasi Keuangan Kontekstual dan Dampaknya terhadap Pemahaman dan Perilaku Keuangan Siswa Sekolah Menengah Pertama Muthmainnah; Amriani; Antong; Dedi Aco
Jurnal Kependidikan : Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran, dan Pembelajaran Vol. 12 No. 1 (2026): March
Publisher : LPPM Universitas Pendidikan Mandalika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33394/jk.v12i1.19808

Abstract

This study aims to describe the implementation of contextual-based financial literacy learning and to explore its role in shaping the financial understanding, attitudes, and behaviors of junior high school students at SMP Negeri 10 Palopo. The study employed a descriptive qualitative approach involving eight informants, consisting of three teachers and five students, who were purposively selected based on their active involvement in the learning process. Data were collected through classroom observations, semi-structured interviews, and documentation, and were subsequently analyzed using thematic analysis. The results show that learning activities that connect financial literacy materials with students’ real-life experiences, such as managing pocket money and engaging in simple business simulations, enhance students’ learning engagement and facilitate their understanding of financial concepts. The impact of this learning approach is reflected in improved financial understanding, the development of a sense of responsibility, and positive changes in financial behavior, particularly increased thriftiness and a stronger inclination to save. Pedagogically, this model highlights the importance of authentic experiences, active participation, and reflective learning in financial literacy education. Furthermore, the model can be adapted by other schools by adjusting it to students’ contextual backgrounds, integrating financial literacy into relevant subjects, and presenting simple financial practices that are closely related to everyday life.
Co-Authors Amriani Antong Harmita Sari Ming-Chou Liu Muthmainnah