Contribution of multiple intelligences and self-regulated learning to students’ HOTS in junior high school
DOI:
https://doi.org/10.17977/um022v10i22025p187-203Keywords:
HOTS, learning inovation, multiple intelligences, self-regulated learningAbstract
In helping to answer various very complex challenges in life in the 21st century, higher-order thinking skills (HOTS) in social studies learning are vital. Multiple intelligences (MI) and self-regulated learning (SLR) play an active role in shaping the creativity of HOTS mastery. Therefore, the essence of this study is designed to investigate the relationship between MI and SLR on students' HOTS abilities, especially in social studies learning. This study chose a quantitative approach with Structural Equation Modeling (SEM) and Partial Least Squares (PLS) techniques analyzed using SmartPLS 3 software. A total of 465 students at the junior high school level were selected as respondents in this study. The number of responses was selected using a multilevel sampling technique. This study used a questionnaire with a Likert scale to explore MI, SRL, and student learning motivation, and used a multiple-choice test to measure their HOTS abilities in social studies learning. The results of the study answered that there was a significant impact, both directly and indirectly, from MI and SRL on students' HOTS abilities in social sciences, with learning motivation as an intermediary variable. Further findings also revealed that female students' SRL showed a stronger influence on learning motivation compared to male students. The influence of SRL also had a broader impact on learning motivation in children who lived with their parents compared to those who did not. This study concluded that learning motivation is the main key for students in developing learning cognitive skills and strengthening their independence.
References
Arthi, & Gandhimathi. (2024). Self-Efficacy Based Instruction: Exploring the Correlation between Writing Self-Efficacy and Critical Thinking. World Journal of English Language, 14(6), 495–504. https://doi.org/10.5430/wjel.v14n6p495.
Aydin, H. (2019). The Effect of Multiple Intelligence(s) on Academic Success: A Systematic Review and Meta-Analysis. Eurasia Journal of Mathematics, Science and Technology Education, 15(12), 1-20. https://doi.org/10.29333/ejmste/109008.
Bariyah, K. (2024). The Effect of Differentiated Instruction based on Multiple Intelligences toward Critical Thinking and Student Self-Efficacy. Jurnal Didaktik Matematika, 11(2), 252–268.
Campen, C. A. N. K., Graaf, J. van der, Horvers, A., Kooi, R., Dijkstra, R., & Molenaar, I. (2023). Enacting Control with Student Dashboards: The Role of Motivation. Journal of Computer Assisted Learning, 40(3), 1137-1153. https://doi.org/DOI: 10.1111/jcal.12936.
Çelik, O. (2024). Academic Motivation in Adolescents: The Role of Parental Autonomy Support, Psychological Needs Satisfaction, and Self-Control. Frontiers in Psychology, 15(May), 1–14. https://doi.org/10.3389/fpsyg.2024.1384695.
Cengiz-Istanbullu, B., & Sakiz, G. (2022). Self-Regulated Learning Strategies Impact Fourth-Grade Students’ Positive Outcomes in Science Class. Journal of Baltic Science Education, 21(2), 192–206. https://doi.org/10.33225/jbse/22.21.192.
Crisolo, O. R., Camposano, S., & Jr, D. V. R. (2021). Relevance of Social Studies in the 21st Century Society: Students Perspectives. International Journal of Didactical Studies, 2(1), 1–15. https://doi.org/10.33902/ijods.2021169729.
Dawahdeh, A. M. A., & Mai, M. Y. (2021). The Relationship between Multiple-Intelligence and Thinking Patterns through Critical Thinking among 10th-Grade Students in Private Schools in Abu Dhabi. European Journal of Education, 4(2), 12–27. https://doi.org/10.26417/505qxk70n.
El-Adi, A., & Alkharusi, H. (2020). Relationships Between Self-Regulated Learning Strategies, Learning Motivation, and Mathematics Achievement. Cypriot Journal of Education Sciences, 15(1), 104–111. https://doi.org/10.18844/cjes.v15i1.4461.
Fosnot, C. T., & Perry, R. S. (2023). Constructivism: Theory, Perspektives, and Practice. Constructivism: A Psychological Theory of Learning. Research Gate Publication
Fu, J., Ding, Y., Nie, K., & Zaigham, G. H. K. (2023). How Does Self-Efficacy, Learner Personality, and Learner Anxiety Affect Critical Thinking of Students. Frontiers in Psychology, 14(December), 1–11. https://doi.org/10.3389/fpsyg.2023.1289594.
Hamzah, H., Hamzah, M. I., & Zulkifli, H. (2022). Systematic Literature Review on the Elements of Metacognition-Based Higher Order Thinking Skills (HOTS) Teaching and Learning Modules. Sustainability (Switzerland), 14(813), 1–15. https://doi.org/10.3390/su14020813.
Hair, J. F., Hult, G. T., Ringle, C., & Sarstedt, M. (2017). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) - Joseph F. Hair, Jr., G. Tomas M. Hult, Christian Ringle, Marko Sarstedt. In Sage.
Harefa, M., Harefa, J. E., Harefa, A., & Harefa, H. O. N. (2023). Kajian Analisis Pendekatan Teori Konstruktivisme dalam Proses Belajar Mengajar. Educativo: Jurnal Pendidikan, 2(1), 289–297. https://doi.org/10.56248/educativo.v2i1.150.
Haryoko, S., Bahri, A., Saputra, Y., Nur, M. S., Wahyudi, A., & Al-Ghifari, F. (2020). Self-Evaluation of Internal Quality Assurance System in Building a Quality Culture at Makassar State University. Prosiding International Conference on Science and Advanced Technology (ICSAT), 852–866.
Herawati, Cahyan, I., & Syafruddi. (2024). The Relationship Between Self-Regulated Learning and Critical Thinking with Digital Literacy and Numeracy Literacy of Elementary School Studies in the 2024-2025 Academic Year. Jurnal Ilmiah Pendidikan Dasar, 09(03), 221–234. https://doi.org/10.23969/jp.v10i01.23889.
Hermiati, F. K., Cholifah, P. S., & Nuraini, N. L. S. (2024). How Emotional Intelligence and Self-Regulated Learning Shape Fifth-Grade Students’ Critical Thinking? Jurnal Kependidikan Penelitian Inovasi Pembelajaran, 8(2), 244–260. https://doi.org/10.21831/jk.v8i2.75064.
Ho, Y. R., Chen, B. Y., & Li, C. M. (2023). Thinking More Wisely: Using The Socratic Method to Develop Critical Thinking Skills Amongst Healthcare Students. BMC Medical Education, 23(1), 1–16. https://doi.org/10.1186/s12909-023-04134-2.
Hyytinen, H., Nissinen, K., Kleemola, K., Ursin, J., & Toom, A. (2024). How Do Self-Regulation and Effort in Test-Taking Contribute to Undergraduate Students’ Critical Thinking Performance? Studies in Higher Education, 49(1), 192–205. https://doi.org/10.1080/03075079.2023.2227207.
Ibrahim, Jumadi, J., & Kamaruddin, S. (2023). The Study of Social Interaction in Education and Its Influence on Sociology Learning Achievement in Students. Journal of Educational Science and Technology (EST), 9(2), 194–202. https://doi.org/10.26858/est.v9i2.24519.
Keller, J. M. (2010). Motivational Design for Learning and Performance: The ARCS Model Approach. Springer. https://doi.org/10.1007/978-1-4419-1250-3
Kirchhoff, E., & Keller, R. (2021). Age-Specific Life Skills Education in School: A Systematic Review. Frontiers in Education, 6(June), 1–15. https://doi.org/10.3389/feduc.2021.660878.
Larsen, T. M., Endo, B. H., Yee, A. T., Do, T., & Lo, S. M. (2022). Probing Internal Assumptions of the Revised Bloom’s Taxonomy. CBE Life Sciences Education, 21(4), 1–12. https://doi.org/10.1187/cbe.20-08-0170-CORRECTION
Lei, D. Y., Cheng, J. H., Chen, C. M., Huang, K. P., & James Chou, C. (2021). Discussion of Teaching with Multiple Intelligences to Corporate Employees’ Learning Achievement and Learning Motivation. Frontiers in Psychology, 12(October), 1–5. https://doi.org/10.3389/fpsyg.2021.770473.
Liu, X., Fan, H., Shang, X., Li, W., He, X., Cao, P., & Ding, X. (2024). Parental Involvement and Children’s Subjective Well-Being: Mediating Roles of the Sense of Security and Autonomous Motivation in Chinese Primary School Students. Behavioral Sciences, 14(7), 603-614. https://doi.org/10.3390/bs14070603.
Luque, M. O., Patricia, Martín, F., Tirado, J. L. A., D., F., & Department. (2024). Impact of Self‐Regulated Learning Programs in Primary Education: A Systematic Review. Psychology in the Schools, 62, 734–975. https://doi.org/10.1002/pits.23352.
Maryani, I., Estriningrum, U., & Nuryana, Z. (2023). Self-Regulated Learning and Creative Thinking Skills of Elementary School Students in the Distance Education During the Covid-19 Pandemic. Creativity Studies, 16(2), 496–508. https://doi.org/10.3846/cs.2023.15278.
Minarni, A., & Napitupulu, E. E. (2020). The Role of Constructivism-Based Learning in Improving Mathematical High Order Thinking Skills of Indonesian Students. Infinity Journal, 9(1), 111–132. https://doi.org/10.22460/infinity.v9i1.p111-132.
Mufid, M. K. A. W., & Suprijono, A. (2024). Ontological study of problems in designing social science learning based on a Merdeka curriculum: A pilot study of social studies teachers in Malang city. Jurnal Teori Dan Praksis Pembelajaran IPS, 9(1), 32–41. https://doi.org/10.17977/um022v9i12024p32.
Mufit, M., & Wrahatnolo, T. (2020). Factors Influencing and Ways to Improve High-Order Thinking Skills of Vocational High School Students in the TITL Expertise Competency. Pendidikan Tehnik Elektro, 9(2), 411–418.
Najamuddin, Ridha, M. R., & Amiruddin. (2019). Social Contracts: Relationship Balances between Aristocratic and People in South Sulawesi. Advances in Social Science, Education and Humanities Research, 335(ICESSHum), 1–6. https://doi.org/10.2991/icesshum-19.2019.1.
OECD. (2023). PISA 2022 Results Factsheets Indonesia. OECD (Organisation for Economic Co-Operation and Development) Publication, 1–9.
Rahmah, L., Setiono, S., & Ramdhan, B. (2023). Pengaruh Penerapan Bahan Ajar Berdiferensiasi Berbasis Multiple Intelligence terhadap Kemampuan Berpikir Kritis Peserta Didik. Bioscientist : Jurnal Ilmiah Biologi, 11(2), 908–923. https://doi.org/10.33394/bioscientist.v11i2.8405.
Rahman, A. A., Amry, Z., Surya, E., & Harahap, B. H. (2024). Pengaruh Kecerdasan Visual dan Kreatifitas Terhadap Kemampuan HOTS siswa Sekolah Dasar. Prosiding Seminar Nasional Pendidikan FKIP Universitas Lampung 2024, 89–97.
Ramasamy, S. a/p, Rahman, F. A., Manaf, U. K. A., & Said, R. R. (2018). The Inculcation of Higher Order Thinking Skills in History Subject through the Application of Multiple Intelligence Theory. International Journal of Academic Research in Progressive Education and Development, 7(4), 51–59. https://doi.org/10.6007/ijarped/v7-i4/4801.
Rofifah, A., & Aflah, N. (2023). Hubungan Multiple Intelligences dengan Hasil Belajar Siswa Kelas VII MTsn 3 Banda Aceh Pada Materi Suhu dan Perubahannya. Cendikia : Media Jurnal Ilmiah Pendidikan, 14(1), 31–37. https://doi.org/10.35335/cendikia.v14i1.4166.
Rustam, M., & Rameli, M. (2022). Analysis Of Primary School Students’ Self-Regulated Learning in Mastering Higher Order Thinking Skills in English Subject. Journal for Educators, Teachers and Trainers, 13(1), 78–85. https://doi.org/10.47750/jett.2022.13.01.009.
Sahabuddin, R., Haeruddin, I. M., & Burhanuddin. (2025). Investigating The Relationship Between Motivation , Competence , And Commitment : A Mediation Model of Self-Efficacy on Employee Performance in The Hospitality Industry. Edelweiss Applied Science and Technology, 9(8), 1270–1284. https://doi.org/10.55214/2576-8484.v9i8.9594.
Saleh, S., Jumadi, & Syukur, M. (2021). Teacher’s Pedagogic Competence and Learning Motivation Its Effect on Student Learning Outcomes. Advances in Social Science, Education and Humanities Research, 603(ICSS), 556–560.
Sit, M. (2020). Kecerdasan Majemuk Ruang Lingkup, Indikator, dan pengembangannya (Pertama). Kencana.
Syamsiar, H., Lasmawan, I. W., & Sudiarta, I. G. P. (2023). Implementation of Independent Learning Curriculum in Social Studies Learning: Literature Review. Jurnal Ilmiah Profesi Pendidikan, 8(3), 1789–1796. https://doi.org/10.29303/jipp.v8i3.1376.
Torro, S., Tamrin, S., Sadriani, A., Sunra, L., & Kasim, N. (2022). The Correlation Between Teacher’s Hegemony and Students’ Critical Thinking Skills. SHS Web of Conferences, 149(01040). https://doi.org/10.1051/shsconf/202214901040.
Ulfa, A. Y., Syam, N. I., Room, F., & Asra, A. A. (2025). Literatur Review: Pendidikan Karakter Berbasis Kearifan Lokal Budaya Sulawesi Selatan. Jurnal PTI(Pendidikan dan Teknologi Informasi) Fakultas Keguruan Ilmu Pendidikan Universita Putra Indonesia “Yptk” Padang, 12, 37–44. https://doi.org/10.35134/jpti.v12i1.225.
Virranmäki, E., Valta-Hulkkonen, K., & Pellikka, A. (2021). Geography Curricula Objectives and Students’ Performance: Enhancing the Student’s Higher-Order Thinking Skills? Journal of Geography, 120(3), 97–107. https://doi.org/10.1080/00221341.2021.1877330.
Zimmerman, & J, B. (2002). Becoming a Self-Regulated Learner : An Overview. Theory Into Practice, 41(2), 64–70. https://doi.org/10.1207/s15430421tip4102_2.
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