Learning Styles and Self-Efficacy as Predictors of Biology Education Students' Learning Experiences
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This study aims to analyze the influence of learning styles and self-efficacy on the learning experiences of students in the Biology Education Study Program. The background of this research is based on the importance of understanding the variation in individual characteristics in the learning process, as different learning styles can influence how students receive, process, and remember information. Meanwhile, self-efficacy serves as an internal factor that determines students' belief in their ability to effectively complete academic tasks. This research uses an associative quantitative approach with the Partial Least Square (SmartPLS) method to analyze the relationships between variables. Data was collected by distributing a Likert-scale questionnaire to Biology Education students. The research results show that all indicators have outer loading values above 0.70, thus meeting the criteria for convergent validity and construct reliability. Evaluation of the structural model (inner model) shows that learning style has a positive and significant effect on learning experience (t = 4.560; p = 0.000), and self-efficacy also has a positive and significant effect on learning experience (t = 7.375; p = 0.000). This indicates that students with a suitable learning style and high self-efficacy have a more positive and meaningful learning experience. These findings confirm the importance of the role of lecturers in designing learning strategies that are adaptive to students' learning styles and in promoting self-efficacy to improve overall student engagement and learning outcomes
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Abdillah, Y., Pertiwi, K. R., Sciences, N., Yogyakarta, U. N., & Yogyakarta, U. N. (2025). Hubungan Pengalaman Belajar Biologi Reproduksi Manusia Terhadap Kemampuan Berpikir Kritis dan Literasi Kesehatan Reproduksi. Jurnal edukasi biologi, 1(1), 14–26. https://doi.org/10.21831/edubio.v11i1.22115
Ami, M. S., & Yanti, N. L. (2024). Identifying Learning Styles of Biology Education Students. APPLICATION: Applied Science in Learning Research, 4(1), 2–6.
Arif, M., Hayati, N., & Saputri, S. (2022). Gaya Belajar dan Kreatifitas Mahasiswa Program Studi Manajemen Pendidikan Islam. 7(1). https://doi.org/10.25299/al-thariqah.2022.vol7(1).10029
Asfahani, A. M. (2023). The Relationship Between Academic Self- Efficacy and Undergraduate Students ’ Perceptions of Electronic Assessment : A Mediation Analysis. International Journal of Learning, Teaching and Educational Research, 22(6), 226–244. https://doi.org/10.26803/ijlter.22.6.13
Baherimoghadam, T., Hamedani, S., Naseri, N., & Marzban, N. (2021). The effect of learning style and general self-efficacy on satisfaction of e-Learning in dental students. 5, 1–7. https://doi.org/10.1186/s12909-021-02903-5
Bhakti, D., Adji, A., Mubarok, E. S., & Sukmono, R. (2025). Comparison of Binary and Traditional Partial Least Squares Structural Equation Modeling : A Study on The Role of Multidimensional Poverty Dimension to Social Protection in Java Island. 17(1). https://doi.org/10.34123/jurnalasks.v17i1.795
Dewi, A. K. (2023). Can self-efficacy have a role in learning interest Mampukah Efikasi Diri Memiliki Peran Terhadap Minat Belajar. 12(2), 302–308. https://doi.org/10.30872/psikostudia.v12i2
Fatima, Y. M., Nafisah, A., Lusiana, T. V., Dewi, S. S., Marmoah, S., & Wuryandani, W. (2021). Efikasi Diri Mahasiswa Peserta Kegiatan Pertukaran Pelajar Melalui Perkuliahan Jarak Jauh. 35(1), 25–36. https://doi.org/10.21009/PIP.351.3
Gusmaweti, & Hendri, W. (2021). Identifikasi Gaya Belajar Mahasiswa Pendidikan Biologi di Masa New Normal. BIOEDUSAINS: Jurnal Pendidikan Biologi Dan Sains Volume, 4, 31–39. https://doi.org/doi.org/10.31539/bioedusains.v4i1.2275
Hafidz, S., Indartono, S., & Efendi, R. (2022). International Journal of Multicultural and Multireligious Understanding The Effect of Learning Style and Learning Motivation on Student Achievement in Economics Education. 2021, 304–310. https://doi.org/10.18415/ijmmu.v9i3.3448
Hair, J., & Alamer, A. (2022). Research Methods in Applied Linguistics Partial Least Squares Structural Equation Modeling ( PLS-SEM ) in second language and education research : Guidelines using an applied example. Research Methods in Applied Linguistics, 1(3), 100027. https://doi.org/10.1016/j.rmal.2022.100027
Karimah, S. A., Lustyantie, N., & Chaeruman, U. A. (2025). Metacognitive Listening Strategies And Mall : Effects Of Learning Styles And Self- Efficacy. 11(2), 299–308. https://doi.org/10.25134/ieflj.v11i2.11660
Khoiriyah, A. N. (2024). Mengoptimalkan Hasil Belajar : Pengaruh Efikasi Diri dan Teman Sebaya pada Mahasiswa Universitas Negeri Jakarta keterampilan , pengetahuan , nilai-nilai dan kemampuan yang diperlukan untuk kehidupan efektifitas pribadinya . Efikasi diri juga berkaitan den. Lencana: Jurnal Inovasi Ilmu Pendidikan, 2(1), 73–88. https://doi.org/10.55606/lencana.v2i1.3061
Kumalasari, R., & Kasidi. (2021). Pengaruh Efikasi Diri, Pemanfaatan Gaya Belajar, dan Lingkungan Teman Sebaya Terhadap Prestasi Belajar Mata Pelajaran Ekonomi. Journal of Economic Education and Entrepreneurship, 69–77. https://doi.org/doi.org/10.31331/jeee.v2i2.1923
Kumar, V., Tanveer, E., Tariq, A., Jairam, M., Kainat, S., & Ahmed, H. (2025). Influence of Learning Styles and Study Habits on Academic Achievement of Medical Students. 5(2), 387–393. https://doi.org/10.55735/ns3dqf39
Mulyani, F., & Haliza, N. (2021). Analisis Perkembangan Ilmu Pengetahuan dan Teknologi (Iptek) Dalam Pendidikan. JURNAL PENDIDIKAN DAN KONSELING, 3, 101–109.
Musalimah, E. L. (2023). Supervisi Oleh Teman Sejawat (Studi Kasus Mi Nu Siti Hajar Tengaran). As-Syifa: Journal of Islamic Studies and History, 3(1), 117–128.
Mutia, I. K., Wosal, Y. N., & Monigir, N. N. (2023). Kesiapan Guru dalam Menghadapi Tantangan Pendidikan di Bidang IPTEK. JURNAL BASICEDU, 3571–3579. https://doi.org/10.31004/basicedu.v7i6.6378 ISSN
Nurhalizah, S., & Kholijah, G. (2023). Analisis Structural Equation Modeling Partial Least Square pada. Indonesian Journal of Applied Statistics, 6(2), 125–135. https://doi.org/10.13057/ijas.v6i2.78921
Putri, A. E., Soenarno, S. M., & Suryana, A. (2022). Analisis Efikasi Diri dalam Pembelajaran Biologi di SMK Bunda Auni. EduBiologia, 2(2), 101–105. https://doi.org/10.30998/edubiologia.v2i2.12924
Rahim, R., & Fadhilah, N. (2022). Hubungan antara gaya belajar dan efikasi diri dengan hasil belajar siswa. JRIP: Jurnal Riset Dan Inovasi Pembelajaran, 3(1), 71–84.
Rahmawati, Daud, F., & Bahri, A. (2024). The correlation between self-efficacy, self-confidence, and metacognitive skills on biology learning outcomes of student’s high school. Biosfer: Jurnal Pendidikan Biologi, 17(2), 473–484. https://doi.org/10.21009/biosferjpb.43918
Rupa, N., Minarni, & Musawwir. (2024). Pengaruh Efikasi Diri terhadap Kemandirian Belajar pada Mahasiswa di Kota Makassar. 4(2), 490–497. https://doi.org/10.56326/jpk.v4i2.3699
Sofyani, H., & Survei, R. (2025). Penggunaan Teknik Partial Least Square ( PLS ) dalam Riset Akuntansi Berbasis Survei. 9(1). https://doi.org/10.18196/rabin.v9i1.26199
Subhaktiyasa, P. G. (2024). Menentukan Populasi dan Sampel : Pendekatan Metodologi Penelitian Kuantitatif dan Kualitatif. Jurnal Ilmiah Profesi Pendidikan, 9, 2721–2731.
Supriyatin, T., & Masanggeni, R. C. (2022). Pengaruh efikasi diri terhadap pemahaman konsep matematika mahasiswa pada materi integral. 8(2), 801–807. https://doi.org/10.30998/rdje.v8i2.14059
Virany, N., Khotimah, K., & Wahjudi, E. (2021). Pengaruh Kemandirian dan Gaya Belajar Terhadap Hasil Belajar Dengan Variabel Mediasi Motivasi Belajar. Jurnal Pendidikan Akuntansi (JPAK), 9(2), 280–291.
Wahyuni, N., & Rindrayani, S. R. (2025). Metodologi Penelitian Asosiasi. 14(9). https://doi.org/10.8734/mnmae.v1i2.359
Wijayanti, R. B. (2022). Pengaruh Gaya Belajar dan Efikasi Diri terhadap Hasil Belajar IPS. Jurnal Ilmiah Kependidikan, 10.
Wulan, I., Zebua, S., & Astuti, S. (2024). Pengembangan Instrumen Penilaian Sikap untuk Mengungkap Sikap Disiplin Siswa SD. JURNAL BASICEDU, 8(5), 3877–3887. https://doi.org/10.31004/basicedu.v8i5.8691 ISSN
Wulandari, A., Sari, A. P., & Yukamana, H. (2023). How is the Relationship Between Learning Style , Self-Efficacy and Reading Comprehension ? Journal of Social Work and Science Education, 4(June), 115–129.