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All Journal Jurnal Infinity AKSIOMA: Jurnal Program Studi Pendidikan Matematika Union: Jurnal Ilmiah Pendidikan Matematika SOSIOHUMANIORA: Jurnal Ilmiah Ilmu Sosial dan Humaniora Wacana Akademika : Majalah Ilmiah Kependidikan Jurnal Analisa PRISMA Pi: Mathematics Education Journal IndoMath: Indonesia Mathematics Education SJME (Supremum Journal of Mathematics Education) Mosharafa: Jurnal Pendidikan Matematika Dimensi Matematika : Jurnal Pendidikan dan Pembelajaran Matematika Journal of Instructional Mathematics JES-MAT (Jurnal Edukasi dan Sains Matematika) Jurnal Pengabdian Sains dan Humaniora Pi: Mathematics Education Journal Gunung Djati Conference Series SIGMA DIDAKTIKA: Jurnal Pendidikan Matematika Jurnal Infinity Intellectual Mathematics Education
Elsa Komala
Universitas Suryakancana
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The Influence of Learning Independence and Self-efficacy on Students' Mathematical Understanding Ability Based on Kinach’s Theory Jaenudin Darwati; Elsa Komala; Muhamad Soeleman
PRISMA Vol. 15 No. 1 (2026): PRISMA
Publisher : Universitas Suryakancana

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Abstract

This study aims to analyze the influence of learning independence and self-efficacy on students’ mathematical understanding ability based on Kinach’s theory. This study employs a quantitative approach with data analysis techniques consisting of simple linear regression and multiple linear regression. The study population includes all 10th-grade students at state Islamic senior high schools (MA Negeri) in Cianjur Regency, with a sample of 34 students from class XA selected through purposive sampling. The instruments used consist of a mathematical understanding ability test based on Kinach’s theoretical indicators in the topic of Arithmetic Sequences and Series, as well as questionnaires on learning independence and self-efficacy. The data were analyzed using simple and multiple linear regression tests, preceded by prerequisite tests including normality, linearity, heteroscedasticity, and multicollinearity. The results show that learning independence has a positive and significant influence on students’ mathematical understanding ability based on Kinach’s theory, with a contribution of 36.3%. Likewise, self-efficacy has a positive and significant influence, contributing 69.4%. Furthermore, learning independence and self-efficacy simultaneously have a significant influence on students’ mathematical understanding ability based on Kinach’s theory, with a combined contribution of 69.7%. These findings indicate that the higher the students’ levels of learning independence and self-efficacy, the better their mathematical understanding ability as conceptualized in Kinach’s theory.
Co-Authors Adi Rahadian Aliyah Aziz Alyanissa Putri Iskandar Arini Nurfazri Asiatul Mutaaliah Asma Shofa Nadia M Asri Maulani Afrida Astri Siti Sadiah Ayang Setiawan Cikitha Dewi A D. Nurfajrin Ningsih Dadan Dasari Didi Suryadi Dina Azkia Dina Nurfadila Eli Siti Karnia Erma Monariska Folarin Moruf Oluwafemi Gina Salsabila Guntur Maulana Muhammad Hamdan Sugilar Hamdan Sugilar Hartati Ramli Inayah, Sarah Jaenudin Darwati Muhamad Soeleman Muhammad Luthfi N Dalpa Hasnatul W Neng Resti Nida Hanifah Noviana Lidya Puspitasari Rainandi Yahya Rani Fatmawati Rani Sugiarni Resi Rismayanti Salma Sya'baniyah Samsul Arifin Septian, Ari Sifa Pratiwi Siti Nur Sabila Qintani Siti Rohani Diniah Syahra Andriyany Tsanima Elfa N Usi Salsiah Yeni Suryani Zahirotun Nisa