Vol. 12 No. 7 (2026): In Progress
Open Access
Peer Reviewed

The Influence of Metacognitive Awareness, Learning Independence, and Self-Regulation on Biology Learning Outcomes Students of Senior High School

Authors

Ulfa Auliah Dwiyanti , Yusminah Hala , Andi Mu’nisa , Firdaus Daud , Nurhayati B

DOI:

10.29303/jppipa.v12i7.15758

Published:

2026-07-25

Downloads

Abstract

This study aims to analyze the influence of metacognitive awareness, learning independence, and self-regulation on the biology learning outcomes of Grade XI students at state high schools (SMA Negeri) in Polewali Mandar Regency. The study employs a quantitative approach with an *ex post facto* design. The population consisted of 1,524 students, from which a sample of 228 students was selected using purposive sampling. Data were collected via Likert-scale questionnaires and multiple-choice tests, then analyzed using multiple linear regression. Simple regression analysis results indicate that metacognitive awareness significantly influences biology learning outcomes (significance value 0.000 < 0.05) with a contribution of 42.9%; learning independence significantly influences biology learning outcomes (significance value 0.000 < 0.05) with a contribution of 37.7%; and self-regulation significantly influences biology learning outcomes (significance value 0.000 < 0.05) with a contribution of 27.9%. Simultaneously, these three variables have a positive and significant effect on biology learning outcomes (significance value 0.000 < 0.05) with a contribution of 55.1%. Based on effective contribution, metacognitive awareness provided the largest contribution (26.2%), followed by learning independence (16.3%) and self-regulation (12.5%). These findings indicate that enhancing metacognitive awareness, learning independence, and self-regulation is crucial for improving students' biology learning outcomes, even though the current levels of these variables remain in the moderate category.

Keywords:

Biology learning outcomes Learning independence Metacognitive awareness Self-regulation

References

Adiansyah, R., Amin, A. M., Yani, A., & Safitri, D. (2023). The Correlation between Metacognitive Awareness and Cognitive Learning Outcomes Based on Gender of Biology Education Students. BIOSFER: Jurnal Pendidikan Biologi, 16(2), 244-259. https://doi.org/10.21009/biosferjpb.26765

Agrawal, P. K., Gore, R., & Agrawal, S. (2025). Metacognitive Awareness and Academic Performance: Implications from a Cognitive Neuroscience Perspective in Pre-service Teacher Education. Annals of Neurosciences, 1-7. https://doi.org/10.1177/09727531251361976

Amelia, N., & Annisa, C. (2023). The Effect of Learning Independence on Learning Outcomes in Grade IX Economics at SMP Negeri 1 Setu. Journal of Science and Education, 1, 151–162. https://doi.org/10.64626/snej.v2i3.267

Amri, S. (2013). Pengembangan & Model Pembelajaran dalam Kurikulum 2013. Jakarta: PT. Prestasi Pustakarya.

Andini, Z., & Fitria, Y. (2025). The Effect of Career Calling on Learning Engagement Mediated by Career Adaptability on Final Students of the Faculty of Business Economics at State University of Padang. International Journal of Economics and Management Research, 4(2), 553-564. https://doi.org/10.55606/ijemr.v4i2.395

Arikunto, S. (2010). Prosedur Penelitian (Suatu Pendekatan Praktik). Jakarta: Rineka Cipta.

Assagaf, G. (2016). The Effect of Learning Independence and Self-Regulation on Mathematics Learning Outcomes Through Achievement Motivation in Grade X Students of a Public High School in Ambon City. Journal of Mathematics and Its Learning, 2(1), 23-32. https://doi.org/10.33477/mp.v4i1.306

Becker, L. L. (2011). Self-Regulated Learning in an Intro Self-Regulated Learning in an Introductory Undergraduate Accounting Course (Electronic Theses and Dissertations). Retrieved from https://dc.etsu.edu/cgi/viewcontent.cgi?article=2528&context=etd

Dahal, A., & Bhat, N. (2023). Self-Directed Learning, Its Implementation, and Challenges: A Review. Nepal Journal of Health Sciences, 3(1), 101-115. https://doi.org/10.3126/njhs.v3i1.63277

Duerden, M. D., & Rowan, J. C. (2024). Transformative Learning Outcomes: Shifting the Learning Outcome Conversation from Assessment to Design. Faculty Publications, 8770. Retrieved from https://scholarsarchive.byu.edu/facpub/8770

Fadilah, F. (2021). Pendidikan Karakter. Bojonegoro: CV. Agrapana Media.

Fariah, L., Jamaluddin, J., & Karnan, K. (2024). Hubungan Kesadaran Metakognitif dengan Hasil Belajar Biologi Peserta Didik SMAN 1 Lembar. Jurnal Ilmiah Profesi Pendidikan, 9(2), 1255–1262. https://doi.org/10.29303/jipp.v9i2.2277

Fitriana, S., Hisyam, I., & Suwardi, A. (2015). The Influence of Self-Efficacy, Activity, Learning Independence, and Logical Thinking Skills on Mathematics Learning Outcomes in 8th Grade Junior High School Students. Journal of EST, 1(2), 86-101. Retrieved from https://eprints.unm.ac.id/18853/

Fitriya, F., & Lukmawati, L. (2016). The Relationship Between Self-Regulation and Academic Procrastination Behavior Among Students at Mitra Adiguna Palembang Health Sciences College (STIKES). Journal of Islamic Psychology, 2(1), 63-74. https://doi.org/10.19109/psikis.v2i1.1058

Fridman, R., Eden, S., & Levy, O. S. (2020). Nascent Inquiry, Metacognitive, and Self-Regulation Capabilities Among Preschoolers During Scientific Exploration. Journal Frontiers in Psychology, 11, 1-16. Retrieved from file:///D:/My%20Data%20ALL/Downloads/fpsyg-11-01790.pdf

Hastuti, R., Rahman, U., & Muchlisah, M. (2019). The Effect of Self-Regulation and Learning Motivation on Biology Learning Outcomes in Grade 11 Students of Mia Man 1 Bulukumba. Al-Ahya Journal, 1(2), 42-52. Retrieved from https://bit.ly/3XImDMQ

Ihsan, I., Mustafa, I. H., Faradina, F., & Lestari, F. A. (2024). The Effect of Metacognitive Awareness and Learning Interest on Learning Outcomes of Grade 11 Science Students of SMA Negeri 4 Bau-Bau City. Scientific Journal of Educational Vehicles, 10(10), 1239-1247. https://doi.org/10.5281/zenodo.12144227

Ilmaknun, L., & Ulfah, M. (2023). Pengaruh Kemandirian Belajar Terhadap Hasil Belajar. Jurnal Sains dan Teknologi, 5(1), 416–423. https://doi.org/10.55338/saintek.v5i1.1401

Jaleel, S., & Premachandran, P. (2016). A Study on the Metacognitive Awareness of Secondary School Students. Journal of Educational Research, 4(1), 165-172. Retrieved from https://files.eric.ed.gov/fulltext/EJ1086242.pdf

Jamaluddin, J., Jufri, A. W., & Ramdani, A. (2025). Pengaruh Kemampuan E-Readines, Kesadaran Metakognitif, dan Kecenderungan Berpikir Kritis Terhadap Hasil Belajar Biologi Siswa SMA di Mataram. Journal of Classroom Action Research, 7(4), 1790-1795. Retrieved from https://jppipa.unram.ac.id/index.php/jcar/article/download/13218/9063

Klein, S., Mor, M., & Zion, M. (2024). Using a Metacognitive Awareness Approach to Improve Perception of the Fundamental Biological Principle – Homeostasis. Journal of Biological Education, 59(4), 657–691. https://doi.org/10.1080/00219266.2024.2386254

Korb, K. A. (2012). Conducting Educational Research: Interesting Educational Variables. Retrieved from http://korbedpsych.com/R0cVariables.html

Lai, C. L., & Hwang, G. J. (2016). A Self-Regulated Flipped Classroom Approach to Improving Students' Learning Performance in a Mathematics Course. Computers & Education, 100, 126–140. https://doi.org/10.1016/j.compedu.2016.05.006

Lorenzo, V. W., & Tyas, P. H. (2022). The Relationship between Learning Independence and Academic Procrastination. Journal of Counseling and Personal Development, 4(2), 25-36. Retrieved from https://e-journal.usd.ac.id/index.php/solution/article/view/6929

Mustapha, M. A., Bello, G., & Alabi, H. I. (2024). The Influence of Meta-Cognition, Self-Efficacy, and Self-Regulated Learning on Students’ Achievement in Biology in Ibadan, Nigeria. EOUPGL. https://doi.org/10.32388/EOUPGL

Nafiati, D. (2021). Revisi Taksonomi Bloom: Kognitif, Afektif, dan Psikomotorik. HUMANIKA, 21(2), 151-172. https://doi.org/10.21831/hum.v21i2.29252

Nasir, N., & Wazithah, M. A. (2025). Peran Kesadaran Metakognitif, Berpikir Logis, dan Kemandirian Belajar dalam Meningkatkan Hasil Belajar Matematika Siswa Kelas VIII SMP Negeri di Gowa. Pedagogy: Jurnal Pendidikan Matematika, 10(2), 182-200. https://doi.org/10.30605/pedagogy.v10i2.5756

Ningrum, H. R., Aulya, F., & Silvia, E. (2020). The Relationship between Self-Regulation and Cognitive Learning Outcomes of Grade XII Students in Biology. Bioed: Journal of Biology Education, 8(1), 28-33. Retrieved from https://jurnal.unigal.ac.id/bioed/article/view/5992/4109

Novitasari, N., Hidayat, S., & Seri, H. (2021). The Influence of Independence and Interest on Online Biology Learning Outcomes at South OKU District Senior High School. IJIS Edu Indonesian Journal of Integrated Science Education, 3(1), 36-43. https://doi.org/10.29300/ijisedu.v3i1.4188

Nurlia, N., Hala, Y., Muchtar, R., Jumadi, O., & Taiyeb, A. M. (2017). The Relationship between Learning Styles, Learning Independence, and Learning Interest with Biology Learning Outcomes of Students at SMA Negeri 1 Tonra, Bone Regency. Journal of Biology Education, 6(2), 321-328. Retrieved from https://www.researchgate.net/publication/328120192

Oparaji, I. C., & Ugwu, I. (2019). Self-Regulated Learning as Correlates of Academic Achievement of Students of Economics in Secondary Schools in Imo State. Journal of Research and Sustainable Development (SEJRSD), 2(2), 101-114. Retrieved from https://bit.ly/4azU7Ez

Qadriah, N., Astija, A., Buntu, A., Alibasyah, L. M. P., Dhafir, F., & Agni, R. (2025). Hubungan antara Gaya Belajar, Kemandirian Belajar dan Minat Belajar dengan Hasil Belajar Biologi di SMA Negeri 5 Palu. Bioscientist: Jurnal Ilmiah Biologi, 13(3), 1725-1732. https://doi.org/10.33394/bioscientist.v13i3.16988

Sadykova, A., Iskakova, M., Ismailova, G., Ishmukhametova, A., Sovetova, A., & Mukasheva, K. (2024). The Impact of a Metacognition-Based Course on School Students' Metacognitive Skills and Biology Comprehension. Frontiers in Education, 1-9. Retrieved from file:///D:/My%20Data%20ALL/Downloads/feduc-09-1460496.pdf

Salmiah, S., Nabila, N., & Sok, V. (2025). From Theory to Practise: Applying Constructivism, Behaviorism, and UDL in Diverse Classrooms. Journal of Educational Teaching and Trends, 1(1), 42-55. https://doi.org/10.64840/jett.v1i1.20

Stanton, J. D., Neider, X. N., Gallegos, I. J., & Clark, N. C. (2015). Differences in Metacognitive Regulation in Introductory Biology Students: When Prompts Are Not Enough. Life Sciences Education, 14, 1-12. https://doi.org/10.1187/cbe.14-08-0135

Sudjana, N. (2009). Penilaian Hasil Proses Belajar Mengajar. Bandung: PT. Remaja Rosdakarya.

Susilo, G., Bunga, A., & Sari, W. (2021). The Effect of Learning Independence on Mathematics Learning Outcomes of Junior High School Students in Balikpapan. Journal of Mathematics and Mathematics Education, 3(1), 21–34. Retrieved from file:///D:/My%20Data%20ALL/Downloads/128-604-2-PB%20(2).pdf

Swarnadwi, M. F., Budiwati, N., Parhah, S., & Nuriansyah, F. (2021). The Effect of Metacognitive Awareness on Learning Outcomes. Indonesian Journal of Economic Education, 3(1), 250-258. Retrieved from https://ejournal.upi.edu/index.php/JPEI/article/view/50745

Venisa, B., & Sofiyanita, S. (2025). Hubungan Self Regulated Learning dengan Hasil Belajar Kimia. Jurnal Pendidikan Kimia Universitas Riau, 10(1), 42-48. Retrieved from https://ajoas.ejournal.unri.ac.id/index.php/jpkur/article/view/1254

Wardana, L. W., Narmaditya, B. S., Wibowo, A., Fitriana, F., Saraswati, T. T., & Indriani, R. (2021). Drivers of Entrepreneurial Intention Among Economics Students in Indonesia. Entrepreneurial Business and Economics Review, 9(1), 61-74. https://doi.org/10.15678/EBER.2021.090104

Yandi, A., Putri, A. N. K., & Putri, Y. S. K. (2023). Factors Influencing Student Learning Outcomes (Literature Review). Jurnal Pendidikan Siber Nusantara (JPSN), 1(1), 2964-7525. https://doi.org/10.38035/jpsn.v1i1.14

Yu, H. (2024). Enhancing Creative Cognition Through Project-Based Learning: An in-Depth Scholarly Exploration. Heliyon, 10, 2-9. Retrieved from https://www.cell.com/heliyon/fulltext/S2405-8440(24)03737-X

Zamsir, Z., Prajono, R., & Sari, S. M. (2021). Pengaruh Motivasi Belajar dan Persepsi Kesadaran Metakognisi Terhadap Hasil Belajar Matematika Siswa Kelas XI SMAN 4 Wangi-Wangi. Jurnal Jendela Pendidikan, 1(03), 134–148. https://doi.org/10.57008/jjp.v1i03.22

Author Biographies

Ulfa Auliah Dwiyanti, Universitas Negeri Makassar

Author Origin : Indonesia

Yusminah Hala, Universitas Negeri Makassar

Author Origin : Indonesia

Andi Mu’nisa, Universitas Negeri Makassar

Author Origin : Indonesia

Firdaus Daud, Universitas Negeri Makassar

Author Origin : Indonesia

Nurhayati B, Universitas Negeri Makassar

Author Origin : Indonesia

Downloads

Download data is not yet available.

How to Cite

Dwiyanti, U. A., Hala, Y., Mu’nisa, A., Daud, F., & Nurhayati B. (2026). The Influence of Metacognitive Awareness, Learning Independence, and Self-Regulation on Biology Learning Outcomes Students of Senior High School. Jurnal Penelitian Pendidikan IPA, 12(7), 376–388. https://doi.org/10.29303/jppipa.v12i7.15758