Eduma : Mathematics Education Learning and Teaching
Vol 14, No 1 (2025)

Autonomous Learning In Mathematics Statistical Learning Materials For Junior High School Students

Rahmatudin, Jajang (Universitas Pendidikan Indonesia Universitas Muhammadiyah Cirebon)
Kusumah, Yaya S (Universitas Pendidikan Indonesia)
Priatna, Bambang Avip (Universitas Pendidikan Indonesia)



Article Info

Publish Date
01 Jul 2025

Abstract

This study investigates students' learning autonomy in mathematics education, recognizing its importance in fostering critical thinking, problem-solving, and lifelong learning skills. A descriptive qualitative method was used to explore the level of independence among junior high school students in Cirebon Regency. The research involved 33 students who completed a learning independence questionnaire consisting of 30 items covering 8 indicators, such as initiative, responsibility, self-regulation, and goal-setting. Data were analyzed using a percentage formula to interpret student responses. The findings show that two indicators scored below the minimum sufficient level, indicating a lack of independence in certain aspects of learning. The remaining indicators met the sufficient criteria. Overall, the average percentage of student learning independence was 64.63%, which falls into the "sufficient" category. In terms of individual classification, 3 students demonstrated good independence, 22 were categorized as sufficient, 6 as poor, and 2 as very poor. These results suggest that while most students show a moderate level of autonomy, there remains a significant need for improvement. Teachers should implement learning strategies that promote self-directed learning and internal motivation to enhance students’ autonomy, particularly in mathematics, where independent learning is key to mastering complex concepts

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Journal Info

Abbrev

eduma

Publisher

Subject

Education Mathematics

Description

EDUMA scientific journal is a publication containing the results of research, development, studies and ideas in the field of Mathematics Education. Firstly published in 2009 and has been listed on PDII LIPI on May 10, 2012. Based on decree number 21/E/KPT/2018, EDUMA was has been accredited by ...