Aydın, E., & Dinçer, Ç. (2022). “I did it wrong, but i know itâ€: Young children’s metacognitive knowledge expressions during peer interactions in math activities. Thinking Skills and Creativity, 45(July). https://doi.org/10.1016/j.tsc.2022.101104

Bashir, F. A., & Prayitno, B. A. (2025). The Needs Analysis on Student Module Development Based on Project-based learning Integrated with Scientific Literacy to Improve Critical Thinking Skill and Learning Independence. 7(1).

Birney, L., & McNamara, D. M. (2024). Students’ Self-Efficacy and Confidence in Technological Abilities Resulting from Participation in “The Curriculum and Community Environmental Restoration Science (STEM + Computer Science).â€ Journal of Curriculum and Teaching, 13(1), 24–35. https://doi.org/10.5430/jct.v13n1p24

Budiarto, M. K., Rahman, A., Asrowi, Gunarhadi, & Efendi, A. (2024). Proposing information and communication Technology (ICT)-Based Learning transformation to create competitive human resources: A theoretical review. Multidisciplinary Reviews, 7(4). https://doi.org/10.31893/multirev.2024076

Cervin-Ellqvist, M., Larsson, D., Adawi, T., Stöhr, C., & Negretti, R. (2021). Metacognitive illusion or self-regulated learning? Assessing engineering students’ learning strategies against the backdrop of recent advances in cognitive science. Higher Education, 82(3), 477–498. https://doi.org/10.1007/s10734-020-00635-x

Cox, S., Jongbloed, K., & Black, C. (2022). Metacognition in Teaching: Using A “Rapid Responses to Learningâ€ Process to Reflect on and Improve Pedagogy. Teaching and Learning Inquiry, 10. https://doi.org/10.20343/teachlearninqu.10.27

Creswell, J. W., & Creswell, J. D. (2018). Research Design: Qualitative, Qiantitative and Mixed Methods Approaches. SAGE Publication, Inc.

Dawana, I. R., Prahani, B. K., Hariyono, E., Ilhami, F. B., Syafa, N., Dewangga, A., & Nisa, K. (2025). Student Profiles in Physics Can Affect the Problem-Solving of Students : The Role of Augmented Reality and Problem Based Learning in Supporting Sustainable. Jurnal Pendidikan Sains Indonesia, 13(1), 287–298.

Dole, S., Bloom, L., & Kowalske, K. (2015). Transforming Pedagogy : Changing Perspectives from Teacher-Centered to Learner-Centered The Interdisciplinary Journal of Problem-based Learning Transforming Pedagogy : Changing Perspectives from Teacher-Centered to Learner-Centered. Interdisciplinary Journal of Problem-Based Learning, 10(1), 1541–5015.

Dwi, P., Sitaresmi, W., Fadilah, Y., & Fadhilah, N. (2024). Development of Elementary Students ’ Learning Independence Instrument. 1(1), 297–304.

Dwi Septiani, V., Haryani, S., & Isdaryanti, B. (2023). Science Learning with The Project Based Learning (PjBL) Model Assisted by Canva on the Learning Independence of Fifth Grade Students. International Journal of Research and Review, 10(6), 489–495. https://doi.org/10.52403/ijrr.20230661

Filho, W. L., Brandli, A. M. A. L., Özuyar, P. G., & Wall, T. (2020). Encyclopedia of the UN Sustainable Development Goals. Springer Nature Switzerland AG. https://doi.org/10.1007/978-3-319-95870-5_77

Firdaus, F., Danim, S., & Somantri, M. (2023). Development of a self-directed learning model based on independence with a differentiation approach to improve higher order thinking skills of vocational high school students. JPPI (Jurnal Penelitian Pendidikan Indonesia), 9(4), 596. https://doi.org/10.29210/020233327

Firmannandya, A. (2023). Effect of Early Ability, Learning Independence, and Attitude of Confidence Towards Student Involvement. Widyagogik : Jurnal Pendidikan Dan Pembelajaran Sekolah Dasar, 10(2), 457–474. https://doi.org/10.21107/widyagogik.v10i2.19145

Fitriani, Bado, B., Inanna, Supatminingsi, T., & Najamuddin. (2024). Student Learning Independence : Antecedents and Consequences. International Journal of Applied Economics, Accounting and Management (IJAEAM), 2(1), 23–40. https://doi.org/10.59890/ijaeam.v2i1.319

Goupil, L., & Kouider, S. (2019). Developing a Reflective Mind: From Core Metacognition to Explicit Self-Reflection. Current Directions in Psychological Science, 28(4), 403–408. https://doi.org/10.1177/0963721419848672

Iksal, Hayani, R. A., & Aslan. (2024). Strengthening character education as a response to the challenges of the times. Indonesian Journal of Education (INJOE), 4(3), 761–774.

Ilma, A. Z., Jumadi, J., & Narumsari, M. C. (2022). Teacher’s Perceptions of Essential Learning Models to Improve Students’ Science Learning Achievement in Secondary Schools. Jurnal Pendidikan Sains Indonesia, 10(2), 403–423. https://doi.org/10.24815/jpsi.v10i2.23881

Kharismawan, B., Haryani, S., & Nuswowati, M. (2018). Application of a Pbl-Based Modules to Increase Critical Thinking Skills and Independence Learning. Journal of Innovative Science Education, 7(1), 78–86. http://journal.unnes.ac.id/sju/index.php/jise

Khiat, H. (2022). Using automated time management enablers to improve self-regulated learning. Active Learning in Higher Education, 23(1), 3–15. https://doi.org/10.1177/1469787419866304

Kies, M., & Kies, N. (2024). Adapting to the Transformation of Education: New Challenges for Teachers. Journal of Languages and Translation, 4(1), 80–88. https://doi.org/10.70204/jlt.v4i1.310

Kioupi, V., & Voulvoulis, N. (2019). Education for sustainable development: A systemic framework for connecting the SDGs to educational outcomes. Sustainability (Switzerland), 11(21). https://doi.org/10.3390/su11216104

Kopnina, H. (2020). Education for the future? Critical evaluation of education for sustainable development goals. Journal of Environmental Education, 51(4), 280–291. https://doi.org/10.1080/00958964.2019.1710444

Kopzhassarova, U., Akbayeva, G., Eskazinova, Z., Belgibayeva, G., & Tazhikeyeva, A. (2016). Enhancement of Students’ Independent Learning Through Their Critical Thinking Skills Development; International Journal Of Environmental & Science Education, 11(18).

Kustandi, C., Wargahadibrata, R. A. H., & Situmorang, R. (2019). The Innovation of Blended Learning in Flipped Classroom Type to Increase Students’ Learning Independence. Advances in Social Science, Education and Humanities Research, 372(ICoET), 75–82. www.fip.unj.ac.id/hylearn.

Lailatul, N., Abidin, F., Dwiningsih, K., Jehwae, P., & Sari, K. (2024). Leveraging Technology to Improve Learning Independence in Chemistry: A Study on Moodle Integration 365 Indonesian Journal on Learning and Advanced Education. 6(3), 365–386. https://doi.org/10.23917/ijolae.v6i3.23706

Lawson, C. A., Mcguire, S., Hodges, R., Gray, R., Mcguire, S. Y., Killingbeck, M., & Segovia, J. (2021). Recipe for Success: Teaching Students Metacognitive and Self-Regulatory Learning Strategies. Learning Assistance Review, 26(2), 149–178.

Lestari, N. A. P., Wayan Suastra, I., Suma, K., & Suarni, N. K. (2024). Improving Students’ Learning Independence and Critical Thinking Ability by Applying Project Based Learning Model: A Case Study in Jembrana. Interciencia, 404(4), 160–179. https://doi.org/10.59671/4CY7F

Lu, K., Pang, F., & Shadiev, R. (2023). Understanding college students’ continuous usage intention of asynchronous online courses through extended technology acceptance model. Education and Information Technologies, 28(8), 9747–9765. https://doi.org/10.1007/s10639-023-11591-1

Lukitasari, F., Nurlaela, L., Ismawati, R., & Rijanto, T. (2020). Comparison of Learning Outcomes Between Discovery Learning with Inquiry Learning Reviewed of Student Learning Independence At Vocational High School. International Journal for Educational and Vocational Studies, 2(10), 837–842. https://doi.org/10.29103/ijevs.v2i10.3305

Mahdi, Raharjo, T. J., & Widiasih. (2023). Analysis of Problem Solving Ability in Natural Sciences and Life Skills through Guided Discovery Learning in the View of Student Learning Independence in the Subject Matter of Changes in Energy Forms. Jurnal Penelitian Pendidikan IPA, 9(12), 11093–11100. https://doi.org/10.29303/jppipa.v9i12.5289

Maraba, D., & Bulut, S. (2022). The Exploration of Academic Procrastination fromSelf Regulated Learning Perspective. Clinical Research in Psychology, 4(2), 23–28.

Marantika, J. E. R. (2021). Metacognitive ability and autonomous learning strategy in improving learning outcomes. Journal of Education and Learning (EduLearn), 15(1), 88–96. https://doi.org/10.11591/edulearn.v15i1.17392

Mega, C., Ronconi, L., & De Beni, R. (2014). What makes a good student? How emotions, self-regulated learning, and motivation contribute to academic Achievement. Journal of Educational Psychology, 106(1), 121–131. https://doi.org/10.1037/a0033546

Meijer, J., Sleegers, P., Elshout-Mohr, M., van Daalen-Kapteijns, M., Meeus, W., & Tempelaar, D. (2013). The development of a questionnaire on metacognition for students in higher education. Educational Research, 55(1), 31–52. https://doi.org/10.1080/00131881.2013.767024

Mohammadpoor, S., & Delavar, A. (2024). Standardization and Determination of the Psychometric Properties and Factor Analysis of Awareness of Independent Learning Inventory. 20, 7–31.

Mulyono, D. (2021). The influence of learning model and learning independence on mathematics learning outcomes by controlling students’ early ability. International Electronic Journal of Mathematics Education, 12(3), 689–708. https://doi.org/10.29333/iejme/642

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. https://doi.org/10.29300/ijisedu.v3i1.4188

Ozturk, N. (2024). Revisiting Flavell’s metacognition theory for metacognitive responsiveness. Journal of Theoretical Educational Science, 17(2), 257–271.

Pozas, M., Loffler, P., Schnotz, W., & Kauertz, A. (2020). The Effects of Context-based Problem-solving Tasks on Students’ Interest and Metacognitive Experiences. Open Education Studies, 2(1), 112–125. https://doi.org/10.1515/edu-2020-0118

Puntambekar, S. (2022). Distributed Scaffolding: Scaffolding Students in Classroom Environments. Educational Psychology Review, 34(1), 451–472. https://doi.org/10.1007/s10648-021-09636-3

Quintana, S. M., & Mahgoub, L. (2016). Ethnic and Racial Disparities in Education: Psychology’s Role in Understanding and Reducing Disparities. Theory into Practice, 55(2), 94–103. https://doi.org/10.1080/00405841.2016.1148985

Roberts, J. S. (2021). Integrating Metacognitive Regulation into the Online Classroom Using Student-Developed Learning Plans. Journal of Microbiology & Biology Education, 22(1). https://doi.org/10.1128/jmbe.v22i1.2409

Samsudin, M. R., Sulaiman, R., Tarmizi, M. S. H. A., Zahari, S. S., Roslan, N. F., & Alia, S. (2025). Innovative Pedagogical Frameworks for Creative Arts: A Critical Review of Cross-Disciplinary Method. International Journal of Research and Innovation in Social Science, 11(1), 141–148. https://doi.org/10.47772/IJRISS

Sari, E. P., Haka, N. B., & Supriyadi, S. (2022). Analisis HOTS Dan Kemandirian Belajar : Pembelajaran Biologi Kelas 10 Menggunakan Model Multipel Representasi. IJIS Edu : Indonesian Journal of Integrated Science Education, 4(2), 109. https://doi.org/10.29300/ijisedu.v4i2.4791

Schunk, D. H., & DiBenedetto, M. K. (2020). Motivation and social cognitive theory. Contemporary Educational Psychology, 60(December 2019), 101832. https://doi.org/10.1016/j.cedpsych.2019.101832

Setyaningsih, A., Kholik, N., Azis, A. A., & ... (2023). The Effect Of Learning Environment And Students Independent Learning On Students Learning Outcomes. Mudir: Jurnal Manajemen Pendidikan, 5, 142–147. https://doi.org/https://doi.org/10.55352/mudir

Sharma, K., Nguyen, A., & Hong, Y. (2024). Selfâ€regulation and shared regulation in collaborative learning in adaptive. British Journal of Educational Technology, 55, 1398–1436. https://doi.org/10.1111/bjet.13459

Stanton, J. D., Sebesta, A. J., & Dunlosky, J. (2021). Fostering metacognition to support student learning and performance. CBE Life Sciences Education, 20(2), 1–7. https://doi.org/10.1187/cbe.20-12-0289

Sumbawati, M. S., Munoto, Basuki, I., Ismayati, E., & Rijanto, T. (2020). Student Learning Independence in Online Learning Depends on Motivation. 196(Ijcse), 342–347. https://doi.org/10.2991/aer.k.201124.062

Susarno, L. H., Bachri, B. S., & Arianto, F. (2021). The Impact of Learning Independence on Higher Order Thinking Learning Outcomes in College Students. 7(August), 81–84. https://doi.org/10.17605/OSF.IO/4ZSJK

Uka, A., & Uka, A. (2020). The effect of students’ experience with the transition from primary to secondary school on self-regulated learning and motivation. Sustainability (Switzerland), 12(20), 1–16. https://doi.org/10.3390/su12208519

Wahyuni, E., Fitria, Y., Solfema, & Hidayati, A. (2023). Implementation of Student Learning Independence in Ethnoscience-Oriented Force Topics Through Problem Based Learning (PBL) Learning Model. Jurnal Penelitian Pendidikan IPA, 9(12), 11414–11421. https://doi.org/10.29303/jppipa.v9i12.6680

Yana, A. U., Handayanto, S. K., & Taufiq, A. (2025). Role of E-Scaffolding in Inquiry based-Flipped Classroom Toward High School Students ’ Scientific Reasoning in Physics. Jurnal Pendidikan Sains Indonesia, 13(1), 1–13. https://doi.org/https://dx.doi.org/10.24815/jpsi.v13i1.40746