IMPLEMENTATION OF EXPERT SYSTEMS IN MAPPING THE LEARNING STYLES OF HIGH SCHOOL STUDENTS

Authors

  • Gugun Dermawan Pendidikan Teknologi Informasi Universitas Muhammadiyah Kendari
  • Hendra Nelva Saputra Pendidikan Teknologi Informasi Universitas Muhammadiyah Kendari
  • Zila Razilu Pendidikan Teknologi Informasi Universitas Muhammadiyah Kendari

DOI:

https://doi.org/10.51878/learning.v5i2.4770

Keywords:

Auditory, Expert Systems, Kinesthetic, Learning Style, Visual

Abstract

This study aims to map the learning styles of students at SMA Negeri 2 Lasalimu Selatan using an expert system. The method used in this research is a quantitative approach, with data collected through a learning style questionnaire filled out by the students. The sample consists of 160 students from grades X and XI, with data analysis using percentage formulas to analyze the distribution of learning styles based on grade level, classroom, and age. The results show that in grade X, the visual learning style dominates (42%), while in grade XI, the auditory learning style is more dominant (45%). The kinesthetic learning style remains at a low percentage in both grades. Based on these results, it is recommended that teachers design learning approaches that accommodate visual and auditory learning styles, while also paying attention to students with kinesthetic learning styles, even though their percentage is low. More personalized learning based on students' learning styles is expected to improve the effectiveness of the learning process and students' academic achievements.

ABSTRAK
Penelitian ini bertujuan untuk memetakan gaya belajar siswa SMA Negeri 2 Lasalimu Selatan menggunakan sistem pakar. Metode yang digunakan dalam penelitian ini adalah pendekatan kuantitatif, dengan pengumpulan data melalui kuesioner gaya belajar yang diisi oleh siswa. Sampel penelitian berjumlah 160 siswa dari kelas X dan XI, dengan analisis data menggunakan rumus persentase untuk menganalisis distribusi gaya belajar berdasarkan jenjang kelas, kelas, dan usia. Hasil penelitian menunjukkan bahwa pada kelas X, gaya belajar visual mendominasi (42%), sedangkan pada kelas XI, gaya belajar auditori lebih dominan (45%). Gaya belajar kinestetik masih berada pada persentase yang rendah pada kedua kelas tersebut. Berdasarkan hasil penelitian tersebut, disarankan kepada guru untuk merancang pendekatan pembelajaran yang mengakomodasi gaya belajar visual dan auditori, dengan tetap memperhatikan siswa dengan gaya belajar kinestetik, meskipun persentasenya rendah. Pembelajaran yang lebih personal berdasarkan gaya belajar siswa diharapkan dapat meningkatkan efektivitas proses pembelajaran dan prestasi akademik siswa.

References

Arimbi, Y. D., et al. (2021). Sistem Pakar Berbasis Web Untuk Menentukan Gaya Belajar Visual, Auditory, Kinestetik Pada Remaja. Jurnal Ilmiah Teknologi Dan Rekayasa, 26(3), 227–239. https://doi.org/10.35760/tr.2021.v26i3.2713

Bernal, D. S. D., et al. (2024). Learning Styles as A Teaching Process in Elementary and Middle School Nursing Students. International Journal of Religion, 5(11), 5638–5644. https://doi.org/10.61707/jzg4r955

Bradá?, V., et al. (2022). Design of an Intelligent Tutoring System to Create a Personalized Study Plan Using Expert Systems. Applied Sciences (Switzerland), 12(12). https://doi.org/10.3390/app12126236

Brilliant Albar, B., & Sari, I. M. (2021). Learning Technology Development through Podcasts for Auditory Learning Styles. In Proceedings of the 3rd International Conference on Educational Development and Quality Assurance (ICED-QA 2020) (pp. 170–174). https://anchor.fm/berribet

Dimastoro, N., et al. (2022). The Effectiveness of Role-Play and Task-Based-Strategy to Teach Speaking to Students with Different Learning Styles. EEJ, 12(2), 192–204. http://journal.unnes.ac.id/sju/index.php/eej

Fernando, P. A., & Premadasa, H. K. S. (2024). Game-based Activity Design in Primary School Students’ Learning Style Detection. Procedia Computer Science, 239, 356–363. https://doi.org/10.1016/j.procs.2024.06.182

Himmah, F. I., & Nugraheni, N. (2023). Analisis Gaya Belajar Siswa untuk Pembelajaran Berdiferensiasi. Jurnal Riset Pendidikan Dasar (JRPD), 4(1), 31. https://doi.org/10.30595/jrpd.v4i1.16045

Inayat, A., & Ali, D. A. Z. (2020). Influence Of Teaching Style On Students’ Engagement, Curiosity And Exploration In The Classroom. Journal of Education and Educational Development, 7(1), 87. https://doi.org/10.22555/joeed.v7i1.2736

Inusah, F., et al. (2023). Integrating expert system in managing basic education: A survey in Ghana. International Journal of Information Management Data Insights, 3(1). https://doi.org/10.1016/j.jjimei.2023.100166

Ishartono, N., et al. (2021). Visual, Auditory, and Kinesthetic Students: How They Solve PISA-Oriented Mathematics Problems? Journal of Physics: Conference Series, 1720(1). https://doi.org/10.1088/1742-6596/1720/1/012012

Kadir, F., et al. (2020). Pengaruh Gaya Belajar Siswa Terhadap Hasil Belajar Fisika SMA PGRI MAROS. Karst?: Jurnal Pendidikan Fisika Dan Terapannya, 3(1), 1–5.

Kartina, T., & Afriansyah, E. A. (2024). Dominant Visual Learning Styles Among Students: Implications for Differentiated Learning. Plusminus: Jurnal Pendidikan Matematika, 4(2), 309–320. https://doi.org/10.31980/plusminus.v4i2.2093

Kenna, T. (2023). Podcasting urban geographies: examining the utility of student-generated research podcasts for deep learning and education for sustainable development. Journal of Geography in Higher Education, 47(4), 533–552. https://doi.org/10.1080/03098265.2022.2122030

Mahmood, I., et al. (2024). Effectiveness of Visual Aids in Teaching of English at Secondary School Level. Pakistan Journal of Humanities and Social Sciences, 12(2). https://doi.org/10.52131/pjhss.2024.v12i2.2200

Manipuspika, Y. S. (2020). Learning Styles of Indonesian EFL Students: Culture and Learning. Arab World English Journal, 11(1), 91–102. https://doi.org/10.24093/awej/vol11no1.8

Marosan, Z., et al. (2022). Students’ Perceptions of ILS as a Learning-Style-Identification Tool in E-Learning Environments. Sustainability (Switzerland), 14(8). https://doi.org/10.3390/su14084426

Masela, M., & Subekti, A. S. (2021). Auditory and kinaesthetic learning styles and L2 achievement: A correlational study. Englisia: Journal of Language, Education, and Humanities, 8(2), 41. https://doi.org/10.22373/ej.v8i2.7529

Rahman, H., et al. (2019). Aplikasi Expert System Berbasis Fuzzy logic untuk Mendiagnosa Gaya Belajar Dominan Mahasiswa Tadris Matematika IAIM Sinjai. JTAM | Jurnal Teori Dan Aplikasi Matematika, 3(2), 143. https://doi.org/10.31764/jtam.v3i2.1044

Rashad Sayed, A., et al. (2024). Predict student learning styles and suitable assessment methods using click stream. Egyptian Informatics Journal, 26. https://doi.org/10.1016/j.eij.2024.100469

Razali, F., et al. (2023). The impact of active learning and learning style on blended learning: Insights from higher education students. International Journal of Evaluation and Research in Education, 12(4), 2149–2156. https://doi.org/10.11591/ijere.v12i4.24858

Riad, M., et al. (2023). The new e-learning adaptation technique based on learner’s learning style and motivation. Journal of Education and Learning (EduLearn), 17(3), 472–482. https://doi.org/10.11591/edulearn.v17i3.20826

Sati, A. F., & Yulianasari, L. (2024). Analysis of Student Learning Styles as an Implementation of Differentiated Learning Strategies in the Indonesian Education Merdeka Curriculum. Jurnal Elementaria Edukasia, 7(3), 2971–2984. https://doi.org/10.31949/jee.v7i3.9148

Setyosari, P. (2016). Metode Penelitian Pendidikan dan Pengembangan. Kencana Prenada Media Grup.

Shamsuddin, N., & Kaur, J. (2020). Students’ learning style and its effect on blended learning, does it matter? International Journal of Evaluation and Research in Education, 9(1), 195–202. https://doi.org/10.11591/ijere.v9i1.20422

Supriyanto, G., et al. (2018). Application of expert system for education. IOP Conference Series: Materials Science and Engineering, 434(1). https://doi.org/10.1088/1757-899X/434/1/012304

Susanti, A., et al. (2024). Analyzing student learning style profiles for differentiated learning in merdeka curriculum in elementary schools. Cendikia?: Media Jurnal Ilmiah Pendidikan, 14(3), 209–223.

Syed Naseer Ahmed, B., et al. (2023). Material selection using knowledge-based expert system for racing bicycle forks. Intelligent Systems with Applications, 19. https://doi.org/10.1016/j.iswa.2023.200257

Vadlamannati, S. (2023). K-Means Clustering for Mind Map Generation for Visual Learners. Intersect, 17(1).

Velez, D., et al. (2023). Development of an expert system to overpass citizens technological barriers on smart home and living. Procedia Computer Science, 225, 626–634. https://doi.org/10.1016/j.procs.2023.10.048

Voki?, N. P., & Aleksi?, A. (2020). Are active teaching methods suitable for all generation y students? – Creativity as a needed ingredient and the role of learning style. Education Sciences, 10(4). https://doi.org/10.3390/educsci10040087

Wardhani, D. F., & Sartika, S. B. (2024). The Profile of Affective Abilities at Elementary School Students in Natural Science Learning Based on Learning Styles. Journal of Innovation in Educational and Cultural Research, 5(1), 119–130. https://doi.org/10.46843/jiecr.v5i1.898

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Published

2025-05-29

How to Cite

Dermawan, G., Saputra, H. N., & Razilu, Z. (2025). IMPLEMENTATION OF EXPERT SYSTEMS IN MAPPING THE LEARNING STYLES OF HIGH SCHOOL STUDENTS . LEARNING : Jurnal Inovasi Penelitian Pendidikan Dan Pembelajaran, 5(2), 806-815. https://doi.org/10.51878/learning.v5i2.4770

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