Takuana: Jurnal Pendidikan, Sains, dan Humaniora
Vol. 4 No. 4 (2026): Takuana (January-March)

Profil Kesiapan AI Guru SD di Kabupaten Magelang: Analisis Gaussian Mixture Model dan Efektivitas Pelatihan

Anantaputri, Fatikha Akfini (Unknown)
Karunianingsih, Diyah Ayu (Unknown)
Desi, Yolanda Presiana (Unknown)
Utomo, Ardian Setio (Unknown)



Article Info

Publish Date
15 Mar 2026

Abstract

This research aims to map teacher readiness profiles in integrating Artificial Intelligence (AI) and evaluate the impact of formal training on these profiles. Using the Gaussian Mixture Model (GMM) as a soft clustering approach to identify natural and flexible groupings of teacher characteristics, data were analyzed from a convenience sample of 67 primary school teachers in Magelang Regency. Three distinct profiles were identified: Low Readiness, Moderate Enthusiast, and High-Adaptive Readiness. The results show that the majority of teachers (80.6%) belong to the High-Adaptive profile, characterized by high literacy and positive attitudes. Furthermore, Chi-Square analysis and Cramer’s V (V=0.1120) revealed no significant relationship between training history and readiness profiles (p=0.6567). This suggests that current formal training has a marginal practical effect. Policy recommendations emphasize the need for differentiated training and structural support to enhance AI integration effectively.

Copyrights © 2026






Journal Info

Abbrev

takuana

Publisher

Subject

Arts Humanities Education Social Sciences

Description

Takuana: Jurnal Pendidikan, Sains, dan Humaniora merupakan media publikasi ilmiah (jurnal) yang dikelola oleh Madrasah Aliyah Negeri 4 Kota Pekanbaru. Jurnal Takuana terbit 2 (dua) kali setahun pada bulan April dan Oktober. Berisi tulisan/ artikel hasil pemikiran dan penelitian yang ditulis oleh ...