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Readiness for implementing deep learning in biology learning based on students' information processing abilities and habits of mind
Abstract
The Ministry of Primary and Secondary Education plans to implement a deep learning approach into the curriculum. One prerequisite for its success is student readiness supported by habits of mind and effective information processing. However, studies on deep learning readiness from the perspective of these two aspects are still limited, especially in high school biology learning. This study aims to determine the condition of students' habits of mind and information processing as supporting aspects of deep learning. The study used a descriptive quantitative-qualitative method on 134 grade X students of SMA N 1 Semarang and SMA Islam Sultan Agung 1 Semarang on environmental change material. Data were collected through questionnaires and observations, then analyzed using descriptive statistics (average, percentage, and achievement categories) and independent sample t-test. The results showed that the ability of habits of mind scored 81 (very good) in SMA N 1 Semarang and a score of 76 (good) in SMA Islam Sultan Agung 1 Semarang. Meanwhile, the results of student information processing obtained a score of 83 (very good) in SMA N 1 Semarang and a score of 81 (very good) in SMA Islam Sultan Agung 1 Semarang. Therefore, the research results indicate that students are well-prepared to support the implementation of deep learning, although critical thinking, creative thinking, and information synthesis skills still need to be strengthened. This study provides initial empirical evidence regarding students' cognitive readiness for the implementation of deep learning in biology.
Abstrak. Kementerian Pendidikan Dasar dan Menengah berencana mengimplementasikan pendekatan deep learning ke dalam kurikulum. Salah satu prasyarat keberhasilannya adalah kesiapan siswa yang ditunjang oleh habits of mind dan pemrosesan informasi yang efektif. Namun, kajian mengenai kesiapan deep learning dari perspektif kedua aspek tersebut masih terbatas, khususnya dalam pembelajaran biologi SMA. Penelitian ini bertujuan mengetahui kondisi habits of mind dan pemrosesan informasi siswa sebagai aspek pendukung deep learning. Penelitian menggunakan metode deskriptif kuantitatif-kualitatif terhadap 134 siswa kelas X SMA N 1 Semarang dan SMA Islam Sultan Agung 1 Semarang pada materi perubahan lingkungan. Data dikumpulkan melalui kuesioner dan observasi, kemudian dianalisis menggunakan statistik deskriptif (rata-rata, persentase, dan kategori capaian) serta independent sample t-test. Hasil penelitian menunjukkan kemampuan habits of mind skor 81 (sangat baik) di SMA N 1 Semarang dan skor 76 (baik) di SMA Islam Sultan Agung 1 Semarang. Sementara pada hasil pemrosesan informasi siswa diperoleh skor 83 (sangat baik) di SMA N 1 Semarang dan skor 81 (sangat baik) di SMA Islam Sultan Agung 1 Semarang. Oleh karena itu, hasil penelitian mengindikasikan bahwa siswa memiliki kesiapan yang baik untuk mendukung implementasi deep learning, meskipun kemampuan berpikir kritis, berpikir kreatif, dan sintesis informasi masih perlu diperkuat. Penelitian ini memberikan bukti empiris awal mengenai kesiapan kognitif siswa dalam menghadapi implementasi deep learning pada pembelajaran biologi.
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Ansoriah, S., Zakiyyatunnisa, N. N., & Saefulloh, A. (2025). Konglomerasi media digital dan dampaknya terhadap independensi informasi: Kajian kritis. Jurnal Riset Jurnalistik dan Media Digital (JRJMD), 5(1), 1–10. DOI: https://doi.org/10.29313/jrjmd.v5i1.6960
Ardyawin, I. (2024). The role of information literacy in enhancing students' critical thinking skills. Jurnal Literasi Perpustakaan dan Informasi UHO, 4(3), 129–139. DOI: http://dx.doi.org/10.52423/jlpi.v4i3.15
Arikunto, S. (2010). Research design: Pendekatan Metode Kualitatif. Bandung: Alfabeta.
Ariyati, E., Susilo, H., Suwono, H., & Rohman, F. (2024). Promoting students' habits of mind and cognitive learning outcomes in science education. JPBI: Jurnal Pendidikan Biologi Indonesia, 10(1), 85–95. DOI: https://doi.org/10.22219/jpbi.v8i3.22992
Bara, E., Berdica, B., & Bara, G. (2025). The role of critical thinking in enhancing student learning and problem solving for 21st-century challenges. International Journal of Social Sciences & Humanities, 10(1), 37–48. DOI: https://doi.org/10.58885/ijssh.v10i1.37.gb
Bariroh, G., Surtikanti, H. K., & Riandi. (2024). The potential of TPACK-based biology learning to improve students' habits of mind. Jurnal Mangifera Edu, 8(2), 27–40. DOI: https://doi.org/10.31943/mangiferaedu.v8i2.178
Braad, E., Degens, N., Barendregt, W., & Ijsselsteijn, W. (2022). Improving metacognition through self-explication in a digital self-regulated learning tool. Educational Technology Research and Development, 70(6), 2063–2090. DOI: https://doi.org/10.1007/s11423-022-10156-2
Brod, G. (2021). Toward an understanding of when prior knowledge helps or hinders learning. npj Science of Learning, 6(1), 24. DOI: https://doi.org/10.1038/s41539-021-00103-w
Claes, D. (2021). Information-seeking behaviours of teacher students: A systematic review. Abo Akademi University. DOI: https://doi.org/10.3233/EFI-200448
Dwyer, E. P., Chinn, C. A., Mochizuki, T., & Sekine, S. (2023). Digital epistemic scaffolds to support student collaboration for the integration of evidence across multiple documents. In Proceedings of the 17th International Conference of the Learning Sciences-ICLS 2023, (pp. 1829-1830). International Society of the Learning Sciences. DOI: https://doi.org/10.22318/icls2023.117145
Ennis, R. H. (1993). Critical thinking assessment. Theory into practice, 32(3), 179-186. DOI: https://doi.org/10.1080/00405849309543594
Faza, A., & Lestari, I. A. (2025). Self-regulated learning in the digital age: A systematic review of strategies, technologies, benefits, and challenges. International Review of Research in Open and Distributed Learning, 26(2), 23-58. DOI: https://doi.org/10.19173/irrodl.v26i2.8119
Feriyanto, F., & Anjariyah, D. (2024). Deep learning approach through meaningful, mindful, and joyful learning: A library research. Electronic Journal of Education, 5(2), 208–212. DOI: https://doi.org/10.33122/ejeset.v5i2.321
Fitriana, D., Sofia, E., Oktaviani, E. T., Naldi, F., & Handayani, D. (2026). Membangun pembelajaran efektif melalui pemahaman pemrosesan informasi. Didaktik: Jurnal Ilmiah PGSD STKIP Subang, 12(01), 274-286. DOI: https://doi.org/10.36989/didaktik.v12i01.11014
Fitriani, A., Suryana, E., Islam, U., Raden, N., Palembang, F., Information, A., & Educational, I. (2025). Applying information processing theory in Islamic educational practices: A systematic review. Fikroh: Jurnal Pemikiran dan Pendidikan Islam, 18(2), 325–343. DOI: https://doi.org/10.37812/fikroh.v18i2.1945
Ghbari, T. A., & Harahsheh, A. H. (2024). Academic hope and self-regulation as predictors of creative thinking among undergraduate students. Creativity Studies, 17(2), 698-708. DOI: https://doi.org/10.3846/cs.2024.16223
Graaf, J. van der. (2022). The dynamics between self-regulated learning and learning outcomes: An exploratory approach. Metacognition and Learning, 17, 745–771. DOI: https://doi.org/10.1007/s11409-022-09308-9
Haka, N. B., Nisa, K., & Masya, H. (2022). Improving the habits of mind of senior high school students toward biology learning through creative problem-solving learning model based on mind mapping: Pre-experimental study. Assimilation: Indonesian Journal of Biology Education, 5(1), 39–50. DOI: https://doi.org/10.17509/aijbe.v5i1.44010
Harapan, E., & Purwanto, M. B. (2024). 21st-century English learning: A revolution in skills, critical thinking, creativity, and visual communication. Asian Journal of Applied Education, 3(1), 43–54. DOI: https://doi.org/10.55927/ajae.v3i1.7841
Hasibuan, M. P., Sari, R. P., & Setiawaty, S. (2019). Penerapan model pembelajaran dengan pendekatan saintifik terhadap pembentukan habits of mind. JIPI (Jurnal IPA dan Pembelajaran IPA), 3(2), 119–129. DOI: https://doi.org/10.24815/jipi.v3i2.14415
Hayat, M. S., Rustaman, N. Y., Rahmat, A., & Redjeki, S. (2019). Perkembangan habits of mind mahasiswa selama mengikuti perkuliahan keanekaragaman tumbuhan dengan program pembelajaran inkuiri berorientasi entrepreneurship. Eksakta: Jurnal Penelitian dan Pembelajaran MIPA, 4(2), 120–129. DOI: http://dx.doi.org/10.31604/eksakta.v4i2.120-129
Hidayati, N., & Idris, T. (2020). Students' habits of mind profiles of biology education department at public and private universities in Pekanbaru, Indonesia. International Journal of Instruction, 13(2), 407–418. Retrieved from https://www.e-iji.net/dosyalar/iji_2020_2_28.pdf
Hryhorieva, V., Omelchenko, A., Kalenyk, M., Semak, L., & others. (2023). The formation of digital competence by means of information and communication technologies among students of higher education. Eduweb, 17, 78–88. DOI: https://doi.org/10.46502/issn.1856-7576/2023.17.02.7
Isfiani, I. R., & Ekanara, B. (2022). Cognitive anxiety and habits of mind: A study of the interrelationships with biology learning outcomes. Scientiae Educatia: Jurnal Pendidikan Sains, 11(2), 94–106. DOI: http://dx.doi.org/10.24235/sc.educatia.v11i2.10909
Jamaludin, D. N. (2022). Information processing and memory in learning. JEID: Journal of Educational Integration and Development, 2(2), 88-102. DOI: https://doi.org/10.55868/jeid.v2i2.109
Kagan, E. S. (2023). Особенности мотивации обучающихся с различным уровнем интеллектуальных способностей [Characteristics of motivation among students with different levels of intellectual abilities]. Вестник Кемеровского государственного университета, 7(4), 399–408. DOI: https://doi.org/10.21603/2542-1840-2023-7-4-399-408
Kikas, E., Puusepp, I., Granström, M., & Mädamürk, K. (2024). Knowledge of learning strategies and motivation to use them: Similarities and differences between school levels. Behavioral Sciences, 14(10), 889. DOI: https://doi.org/10.3390/bs14100889
Kurniawan, S., & Sarah, Y. S. (2025). Integrating semantic web and AI in informatics education to enhance digital information evaluation skills. Journal of Sustainable Innovation Engineering, 1(2), 16-19. DOI: https://doi.org/10.69693/sustainable.v1i2.11
Lidiastuti, A. E., Herak, R., & Darmawan, H. (2025). The role of artificial intelligence in enhancing biology education: A bibliometric perspective. Bio-Inoved: Jurnal Biologi-Inovasi Pendidikan, 7(2), 298–307. DOI: https://doi.org/10.20527/bino.v7i2.2200
Mahrufah, M., & Rijanto, T. (2024). Pengaruh self-regulated learning terhadap kemampuan berpikir kritis dan hasil belajar siswa. Jurnal Pendidikan Madrasah, 9(2), 213-218. DOI: https://doi.org/10.14421/jpm.2024.213-218
Marzano, R. J., Pickering, D., & McTighe, J. (1993). Assessing student outcomes: Performance assessment using the dimensions of learning model. Association for Supervision and Curriculum Development, 1250 N. Pitt St., Alexandria, VA 22314.
Mercan, G., Id, O., & Sel, V. (2024). Enhancing environmental education through location-based games (LBGs) in biology education. Journal of Social Sciences and Education (JOSSE), 7(1), 140–169. DOI: https://doi.org/10.53047/josse.1482649
Neiroukh, N., & Ayyoub, A. (2025). Impact of virtual reality immersion in biology classes on habits of mind of east jerusalem municipality high school students: Examining mediating roles of self-regulation, flow experience, and motivation. Education Sciences, 15(8), 955. DOI: https://doi.org/10.3390/educsci15080955
Noskova, T. (2021). A study of students' preferences in the information resources of the digital learning environment. ERIES Journal, 14(1), 53–65. DOI: http://dx.doi.org/10.7160/eriesj.2021.140105
Panadero, E. (2017). A review of self-regulated learning: Six models and four directions for research. Frontiers in Psychology, 8, 1–28. DOI: https://doi.org/10.3389/fpsyg.2017.00422
Putri, R. (2024). Inovasi pendidikan dengan menggunakan model deep learning di Indonesia. Jurnal Pendidikan Kewarganegaraan dan Politik (JPKP), 2(2), 69–77. DOI: https://doi.org/10.61476/186hvh28
Ramadani, S. D., Siswati, B. H., Btari, S., & Kusumaningrum, C. (2025). Investigating the relationship between metacognitive and critical thinking skills in preservice teachers: Insights from predict-observe-explain and direct instruction learning models. Bio-Inoved: Jurnal Biologi-Inovasi Pendidikan, 7(3), 382–391. DOI: https://doi.org/10.20527/bino.v7i3.23591
Reynders, G., Lantz, J., Ruder, S. M., Stanford, C. L., & Cole, R. S. (2020). Rubrics to assess critical thinking and information processing in undergraduate STEM courses. International Journal of STEM Education, 7(1), 9. DOI: https://doi.org/10.1186/s40594-020-00208-5
Ridzal, D. A., Rosnawati, V., & Wally, I. (2024). Analysis of students' creative thinking abilities through project-based learning in environmental knowledge courses. Jurnal Pijar MIPA, 19(1), 33–36. DOI: https://doi.org/10.29303/jpm.v19i1.6328
Rifqi, M. I. (2025). Synergizing multiple intelligences with learning strategies in Islamic and Western education perspectives. Belajea: Jurnal Pendidikan Islam, 10(1), 99–128. DOI: https://doi.org/10.29240/belajea.v10i1.11504
Robin, H., Willemsen, I., van Kroesbergen, E., & Lazonder, A. W. (2024). Strengthening creative problem-solving within upper-elementary science education. The Journal of Creative Behavior, 58, 137–150. DOI: https://doi.org/10.1002/jocb.639
Sinon, I. L. S., Sapari, K. R., Allo, A. Y. T., Shwe, T., Win-Thu, M., Mar, O., Izhari, F., Dhany, H. W., & Zarlis, M. (2021). Building students' habits of mind through process-oriented guided inquiry learning. In Journal of Physics: Conference Series, (Vol. 1918, No. 5, p. 052077). IOP Publishing. DOI: https://doi.org/10.1088/1742-6596/1918/5/052077
Sulistiyarini, D., & Sabirin, F. (2020). 21st century literacy skill of information technology and computer education students. Jurnal Pendidikan Indonesia, 9(4), 576–585. DOI: https://doi.org/10.23887/jpi-undiksha.v9i4.24432
Sun, X. (2022, February). Integrative analysis of self-regulated learning ability and problem-solving among experts and novices. In 2021 International Conference on Education, Language and Art (ICELA 2021) (pp. 1050-1054). Atlantis Press. DOI: https://doi.org/10.2991/assehr.k.220131.190
Supriwardi, L., Arsih, F., & Fajrina, S. (2025). Development of biology teaching modules based on the RANDAI learning model to improve students' creative thinking and collaboration skills. Bio-Inoved: Jurnal Biologi-Inovasi Pendidikan, 7(3), 392–403. DOI: https://doi.org/10.20527/bino.v7i3.21968
Suryawati, E., Rahmi, F. O., Alimin, M., & Wahono, B. (2024). First-year undergraduate biology education students' critical thinking and self-regulation: Implementation of a metacognitive-based e-learning module. Journal of Turkish Science Education, 21(4), 688–704. DOI: https://doi.org/10.36681/tused.2024.037
Susilowati, E., Hartini, S., Suyidno, S., Mayasari, T., & Winarno, N. (2018, November). Profile habits of mind students in physics learning. In Journal of Physics: Conference Series (Vol. 1120, No. 1, p. 012055). IOP Publishing. DOI: https://doi.org/10.1088/1742-6596/1120/1/012055
Trixa, J., & Kaspar, K. (2024). Information literacy in the digital age: Information sources, evaluation strategies, and perceived teaching competences of pre-service teachers. Frontiers in Psychology, 15, 1–22. DOI: https://doi.org/10.3389/fpsyg.2024.1336436
Wang, B., Zhang, Y., Wang, Q., Li, D., & Tang, Z. (2019). Assessment of student knowledge integration in learning friction force. Journal of Baltic Science Education, 23(5), 767–785. DOI: https://doi.org/10.33225/jbse/24.23.767
Weng, C., Chen, C., & Ai, X. (2023). A pedagogical study on promoting students' deep learning through design-based learning. International Journal of Technology and Design Education, 33(4), 1653–1674. DOI: https://doi.org/10.1007/s10798-022-09789-4
Zebua, N. (2025). Integrasi teknologi digital dalam pembelajaran biologi: Analisis kualitatif terhadap pemahaman konseptual dan keterampilan. Edukasi Elita: Jurnal Inovasi Pendidikan, 2(2), 52-64. DOI: https://doi.org/10.62383/edukasi.v2i2.1306
DOI: http://dx.doi.org/10.20527/bino.v8i2.25838
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