Jurnal Pendidikan Sains Indonesia (Indonesian Journal of Science Education)
Vol. 14 No. 2: APRIL 2026

Direct and Indirect Effects of Self-Efficacy and Metacognitive Skills on Biology Learning Outcomes: The Mediating Role of Self-Regulated Learning

Asryani Intan Palullu' (Universitas Negeri Manado, Minahasa, Indonesia)
Arsad Bahri (Universitas Negeri Makassar, Indonesia)
Muhiddin Pallennari (Universitas Negeri Makassar, Indonesia)
Andi Citra Pratiwi (Macquarie University, Sydney, Australia)



Article Info

Publish Date
28 Apr 2026

Abstract

This ex post facto study was conducted in response to the need to understand factors influencing students’ cognitive learning outcomes in biology. It aimed to examine the effects of self-efficacy, metacognitive skills, and self-regulated learning on students’ cognitive learning outcomes. The population comprised all grade XI students at a public high school in Makassar, Indonesia, with a sample of 269 students selected through cluster sampling. Data were collected using questionnaires on self-efficacy, metacognitive skills, and self-regulated learning, as well as a biology learning outcomes test. The data were analyzed using path analysis with the assistance of SPSS. The results indicate that self-efficacy and metacognitive skills have both direct and indirect effects on cognitive learning outcomes through self-regulated learning. Self-regulated learning also functions as a mediating variable in these relationships. In conclusion, self-efficacy and metacognitive skills have a significant influence on biology learning outcomes, both directly and through the mediation of self-regulated learning, emphasizing the critical role of internal learning regulation in enhancing academic achievement

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Journal Info

Abbrev

jpsi

Publisher

Subject

Description

Jurnal Pendidikan Sains Indonesia (Indonesian Journal of Science Education) or JPSI is an international journal dedicated to studying and exploring various matters related to science education, especially technological developments in the field of science based on ethnoscience and local wisdom. JPSI ...