Pengaruh Gaya Belajar dan Kemandirian Belajar terhadap Hasil Belajar Mata Kuliah Sistem Air Conditioner dengan Motivasi Belajar sebagai Variabel Intervening

Authors

  • Muhammad Fuad Al Hazamy Program Studi Pendidikan Teknik Otomotif, Fakultas Teknik, Universitas Negeri Semarang, Jalan Kolonel H. R. Hadijanto, Semarang, Jawa Tengah 50229, Indonesia
  • Ranu Iskandar Program Studi Pendidikan Teknik Otomotif, Fakultas Teknik, Universitas Negeri Semarang, Jalan Kolonel H. R. Hadijanto, Semarang, Jawa Tengah 50229, Indonesia
  • Rizqi Fitri Naryanto Program Studi Pendidikan Teknik Otomotif, Fakultas Teknik, Universitas Negeri Semarang, Jalan Kolonel H. R. Hadijanto, Semarang, Jawa Tengah 50229, Indonesia

DOI:

https://doi.org/10.36312/panthera.v5i4.702

Keywords:

Learning Styles, Learning Outcomes, Learning Independence, Automotive Engineering Education, Air Conditioning Systems

Abstract

This study aims to analyze the influence of learning styles and learning independence on student learning outcomes in the Air Conditioner System course. In addition to the direct influence, this study also examines the role of learning motivation as a mediating variable in the relationship between learning styles and learning independence on student learning outcomes in the Automotive Engineering Education Study Program. This study uses a quantitative approach with a data collection method through a questionnaire conducted from January to September. Instrument testing and validity were carried out on independent variables (learning styles and learning independence), dependent variables (learning outcomes), and intervening variables (learning motivation). Data analysis was carried out using the Structural Equation Modeling–Partial Least Squares (SEM-PLS) approach with the help of SmartPLS 3 software. The analysis stages include: 1) evaluation of the outer model to test the validity and reliability of the constructs; 2) evaluation of the inner model to assess the relationship between latent constructs; and 3) significance testing through bootstrapping techniques to obtain t-statistics and p-values ​​as the basis for hypothesis testing. The results showed that learning styles had a significant but negative effect on learning outcomes (p = 0.005), while learning independence had a significant and positive effect (p = 0.006). Meanwhile, learning motivation did not play a significant role as a mediating variable in the relationship between learning styles and learning independence on learning outcomes (p = 0.443 and p = 0.491). The results of the study demonstrate that learning styles and learning independence have a direct effect on learning outcomes, but learning motivation cannot mediate the relationship between learning styles and learning independence on learning outcomes.

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References

Adib, M., Ghiyasvandian, S., Varaei, S., & Roushan, Z. A. (2019). Relationship between Academic Motivation and Self-directed Learning in Nursing Students. Journal of Pharmaceutical Research International, 30(5), 1-9. https://doi.org/10.9734/jpri/2019/v30i530281

Angi, Y. F., Fanggidae, R. E., & Thefa, S. (2024). Achieving Net Zero and Carbon Neutrality: Assessing the Impact of Policies and the Adoption of Technological Innovation on Decarbonization in Indonesia. SSRN (Social Science Research Network). https://doi.org/10.2139/ssrn.5274818

Arikunto, S. (2014). Prosedur Penelitian: Suatu Pendekatan Praktis. Jakarta: PT. Rineka Cipta.

Ayu, U., & Yunarta, A. (2021). Motivasi Siswa dalam Pembelajaran PJOK di Masa Pandemi Covid-19 pada Siswa SMPN 2 Tembelang Tahun Ajaran 2020/2021. Jurnal Pendidikan Tambusai, 5(3), 10642-10657. https://doi.org/10.31004/jptam.v5i3.2676

Chan, D. M., & Rahman, I. (2019). Pengaruh Gaya Belajar terhadap Hasil Belajar: Kasus Mahasiswa Prodi Pendidikan Bahasa dan Sastra Indonesia STKIP YDB Lubuk Alung. Kembara Journal of Scientific Language Literature and Teaching, 5(1), 27-39. https://doi.org/10.22219/kembara.v5i1.8279

Chin, W. W., & Dibbern, J. (2010). An Introduction to a Permutation Based Procedure for Multi-group PLS Analysis: Results of Tests of Differences on Simulated Data and a Cross Cultural Analysis of the Sourcing of Information System Services between and the USA. In Vinzi, V.E., Chin, W.W., Henseler, J., & Wang, H. (Eds.) In Handbook of Partial Least Squares (pp. 171-193). Berlin: Springer.

Cintiya, R., & Yulfi, H. (2023). Pengaruh Gaya Belajar terhadap Indeks Prestasi Akademik Mahasiswa Fakultas Kedokteran Universitas Muhammadiyah Sumatera Utara. Pandu Husada Jurnal, 4(1), 9-15. https://doi.org/10.30596/jph.v4i1.6576.g9001

Cokro, S., & Iskandar, R. (2025). Pengembangan Media Pembelajaran Flipbook Pengelasan untuk Siswa SMK IPT Semarang. Panthera : Jurnal Ilmiah Pendidikan Sains dan Terapan, 5(3), 302-310. https://doi.org/10.36312/panthera.v5i3.423

Dedi, R., Hendrayana, A. S., Erisyani, E., & Setiana, N. (2016). Pengaruh Motivasi Belajar, Gaya Belajar, dan Kemandirian Belajar terhadap Hasil Belajar Mahasiswa S1 PGSD Masukan Sarjana di UPBJJ UT Bandung. Eduhumaiora Jurnal UPI, 8(2), 163-177. https://doi.org/10.17509/eh.v8i2.5139

Fatah, A., Iskandar, R., & Naryanto, R. F. (2025). Pengaruh Model Pembelajaran terhadap Hasil Belajar Siswa SMK Otomotif: Meta Analisis. Panthera : Jurnal Ilmiah Pendidikan Sains dan Terapan, 5(3), 339-352. https://doi.org/10.36312/panthera.v5i3.431

Faza, M. I., Iskandar, R., & Naryanto, R. F. (2024). Innovative Gamification Strategies to Improve Student Learning Outcomes in Vocational High Schools. Jurnal Educatio : Jurnal Pendidikan Indonesia, 10(1), 829-838. https://doi.org/10.29210/1202424639

Fuatzin, I., Iskandar, R., & Naryanto, R. F. (2025). Pengaruh Metode Pembelajaran terhadap Hasil Belajar Siswa SMK Otomotif di Indonesia: Studi Meta Analisis. Jurnal Pendidikan dan Teknologi Indonesia, 5(1), 53-64. https://doi.org/10.52436/1.jpti.560

Gelvi, G., & Putri, A. (2024). Pengaruh Kinerja Pengelola Inovasi dan Budaya Organisasi terhadap Inovasi Daerah dengan Kepemimpinan Transformasional sebagai Variabel Moderasi di Pemerintah Daerah Kota Payakumbuh. Innovative : Journal of Social Science Research, 4(4), 13767-13783. https://doi.org/10.31004/innovative.v4i4.14319

Hair, J. F., Tomas, G., Hult, M., Ringle, C. M., & Sarstedt, M. (2016). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) (2nd Ed.). London: SAGE Publications.

Hidayat, H., Asri, S., Iskandar, R., Bahatmaka, A., Huda, K., Leksono, P. B., Winarko, C. A., & Arrijah, H. K. (2023). Peningkatan Keterampilan Guru Produktif SMK dalam Pendidikan 4.0 melalui Pelatihan Pembuatan dan Publikasi Video Pembelajaran di Youtube. Selaparang : Jurnal Pengabdian Masyarakat Berkemajuan, 7(4), 2275-2281.

Hidayat, H., Asri, S., Setiyawan, A., Huda, K., Roziqin, A., & Iskandar, R. (2024). The Implementation of Plasticine Wax Media to Increase the Right-aligned Lathe Chisel Geometry Understanding for the Students of Automotive Engineering Education During Covid-19 Pandemics. In 5th Vocational Education International Conference (pp. 1231-1236). Dordrecht, Netherlands: Atlantis Press.

Huda, K., Iskandar, R., Darsono, F. B., Hidayat, H., & Ahda, Z. Z. (2024). Pengembangan Buku Ajar pada Mata Kuliah Praktikum Pemesinan Berbasis Project Based Learning. Jurnal Ilmiah Wahana Pendidikan, 10(4), 965-970. https://doi.org/10.5281/zenodo.10886479

Isa, A. (2023). The Relationship between Learning Independence and Learning Motivation with Student Academic Achievement. Journal of Education Method and Learning Strategy, 1(1), 1-8. https://doi.org/10.54298/jemls.v1i01.11

Iskandar, R. (2019). Pedoman Penilaian Hasil Belajar Peserta Didik SMK Kompetensi Keahlian Teknik Kendaraan Ringan pada Mata Pelajaran Pemeliharaan Sasis dan Pemindah Tenaga Kendaraan Ringan. Sukabumi: CV. Jejak Publisher.

Iskandar, R. (2024). Assessing the Digital Literacy Profile of Promising Automotive Engineering Teacher Candidates. Journal of Education and Teaching (JET), 5(1), 60-69. https://doi.org/10.51454/jet.v5i1.331

Iskandar, R., Arifin, Z., & Sudira, P. (2020). Problems of Automotive Vocational Teaching-learning Process for Students with Mild Intellectual Disability (MID). International Journal of Advanced Science and Technology, 29(7), 417-424.

Iskandar, R., Rusiyanto, R., Setiadi, R., Huda, K., & Hidayat, H. (2023). Pengembangan Buku Ajar Interaktif Berbasis QR Code dan Short Link pada Mata Kuliah Praktik Kelistrikan Bodi. Jurnal Ilmiah Wahana Pendidikan, 9(10), 467-477. https://doi.org/10.5281/zenodo.7988214

Iskandar, R., Tuntinakhongul, A., Wijaya, M. B. R., Septiyanto, A., Maulana, S., Setiyawan, A., & Kuncahyo, W. A. P. (2024). Classroom Management of Motorcycle and Small Motor Practice Using the Block Teaching in the Next Normal. 5th Vocational Education International Conference (pp. 1493-1498). Dordrecht, Netherlands: Atlantis Press.

Khoiruddin, M. A., & Iskandar, R. (2024). Pengembangan Gamifikasi untuk Meningkatkan Motivasi Belajar dan Hasil Belajar Materi Sistem AC. Jurnal Pendidikan Vokasi Otomotif, 7(1), 194-214. https://doi.org/10.21831/jpvo.v7i1.78689

Kiswanto, A., Rahmawati, E. M., Octora, K. L., Ruswanda, S. B., & Wulan, S. W. N. (2024). Pemetaan Gaya Belajar Mahasiswa Berdasarkan Model VARK. Kalam Cendikia : Jurnal Ilmiah Kependidikan, 12(1), 516-523. https://doi.org/10.20961/jkc.v12i1.106691

Lacson, A. D. L. (2025). Effectiveness of the Innovative Automotive Air-Conditioning System Learning Package to Enhance Students’ Academic Performance. Science International (Lahore), 37(1), 203-208.

Malik, M. B., Iskandar, R., & Naryanto, R. F. (2024). Development of Android-based Mobile Learning Media to Increase Learning Results in Vocational High Schools. Journal of Research in Instructional, 4(2), 425-438. https://doi.org/10.30862/jri.v4i2.462

Maulana, R., Iskandar, R., & Naryanto, R. F. (2025). Pengembangan E-Modul Interaktif Sistem Penerangan Berbasis Pembelajaran Berdiferensiasi. Panthera : Jurnal Ilmiah Pendidikan Sains dan Terapan, 5(3), 219-231. https://doi.org/10.36312/panthera.v5i3.406

Milenia, K., & Gufron, M. (2023). Pengaruh Gaya Belajar dan Keaktifan terhadap Hasil Belajar Mikro Teaching Semester VIII Pendidikan Ekonomi Universitas Bhineka PGRI Tulungagung. Jurnal Economina, 2(8), 2053-2063. https://doi.org/10.55681/economina.v2i8.717

Musyono, A. D. N. I., Hadik, M., Roziqin, A., Rohman, S., Septiyanto, A., & Iskandar, R. (2024). Development of a Flipbook-based Inventor Drawing Teaching Module to Improve Learning Outcomes in the Manufacturing Technical Drawing Subject. In 6th Vocational Education International Conference (pp. 119-126). Dordrecht, Netherlands: Atlantis Press.

Nasution, M. I., Fahmi, M., Jufrizen, J., Muslih, M., & Prayogi, M. A. (2020). The Quality of Small and Medium Enterprises Performance Using the Structural Equation Model-Part Least Square (SEM-PLS). Journal of Physics : Conference Series, 1477(5), 1-20. https://doi.org/10.1088/1742-6596/1477/5/052052

Nurnaifah, I. I., Akhfar, M., & Nursyam, N. (2021). Pengaruh Gaya Belajar terhadap Hasil Belajar Fisika Siswa. Journal of Physics Education, 1(2), 84-92. https://doi.org/10.58917/ijpe.v1i2.19

Prasetyo, A., Iskandar, R., & Naryanto, R. F. (2025). Korelasi Kurikulum terhadap Hasil Belajar Siswa SMK di Indonesia: Studi Meta Analisis. Panthera : Jurnal Ilmiah Pendidikan Sains dan Terapan, 5(3), 311-327. https://doi.org/10.36312/panthera.v5i3.424

Purnamasari, M. I. (2023). Analisis Validitas Konstruk, Konvergen, dan Diskriminan dari Instrument Well-Being. Jurnal Penelitian Pendidikan, 15(1), 48-55. https://doi.org/10.21137/jpp.2023.15.1.6

Raharjo, N. G., Iskandar, R., & Naryanto, R. F. (2025). Pengembangan Media Pembelajaran Sistem Penerangan Sepeda Motor Berbasis Android untuk Meningkatkan Hasil Belajar Siswa Kelas XI di SMK Negeri 3 Kabupaten Tangerang. Panthera : Jurnal Ilmiah Pendidikan Sains dan Terapan, 5(3), 232-249. https://doi.org/10.36312/panthera.v5i3.410

Ramadhani, R. K., Iskandar, R., & Naryanto, R. F. (2025). Pengaruh Strategi Belajar terhadap Hasil Belajar Siswa SMK di Indonesia: Studi Meta Analisis. Panthera : Jurnal Ilmiah Pendidikan Sains dan Terapan, 5(3), 386-404. https://doi.org/10.36312/panthera.v5i3.458

Relwandani, R., Eryanto, H., & Wolor, C. W. (2023). Pengaruh Penggunaan Media Sosial dan Motivasi terhadap Minat Berwirausaha Siswa SMK Negeri 40 Jakarta. Transekonomika : Akutansi, Bisnis dan Keuangan, 3(3), 615-625. https://doi.org/10.55047/transekonomika.v3i3.446

Sau, H. G., Pontoh, J. X., & Watung, S. R. (2021). Pengaruh Efikasi Diri dan Kemandirian Belajar terhadap Prestasi Belajar Mata Kuliah Analisa Informasi Keuangan pada Mahasiswa Jurusan Pendidikan Ekonomi Angkatan 2018 Universitas Negeri Manado. Literacy : Jurnal Pendidikan Ekonomi, 3(1), 79-87. https://doi.org/10.53682/jpeunima.v3i1.4045

Shala, D. S., Thaçi, E., & Shala, A. (2024). Learning Styles and Motivation: Their Role in Academic Performance. Journal of Educational and Social Research, 14(3), 259-269. https://doi.org/10.36941/jesr-2024-0071

Sihombing, P. R., Arsani, A. M., & Wijaya, L. (2024). Aplikasi SmartPLS 4.0 untuk Statistisi Pemula. Tangerang: CV. Minhaj Pustaka.

Solihin, A. (2023). Kinerja Karyawan pada RSKD Dharmais yang Dipengaruhi oleh Gaya Kepemimpinan dengan Motivasi sebagai Variabel Intervening. Jurnal Ilmiah Multidisiplin, 2(2), 30-36. https://doi.org/10.56127/jukim.v2i

Sudirman, M. (2023). Pengaruh Gaya Belajar terhadap Motivasi Belajar Peserta Didik pada Mata Pelajaran IPA Kelas VIII UPTD SMP Negeri 10 Parepare. Thesis. Institut Agama Islam Negeri Parepare.

Sugiyono, S. (2019). Metode Penelitian Kuantitatif, Kualitatif dan R&D. Bandung: CV. Alfabeta.

Vinzi, V. E., Trinchera, L., & Amato, S. (2010). PLS Path Modeling: From Foundations to Recent Developments and Open Issues for Model Assessment and Improvement. In Vinzi, V. E., Chin, W. W., Henseler, J., & Wang, H. (Eds.) In Handbook of Partial Least Squares (pp. 47-82). Berlin: Springer.

Wakijah, S., Sukardi, T., Sudira, P., Pramu, P., Iskandar, R., & Haq, R. (2023). Students’ Readiness in Following Online Learning During the Covid-19 Pandemic. Jurnal Pendidikan Vokasi, 13(1), 19-26. https://doi.org/10.21831/jpv.v13i1.52030

Yulianto, M. D., Iskandar, R., & Naryanto, R. F. (2025). Evaluasi Pengaruh Media Pembelajaran terhadap Hasil Belajar Otomotif melalui Pendekatan Meta-Analisis. Jurnal Pendidikan dan Teknologi Indonesia, 5(1), 97-111. https://doi.org/10.52436/1.jpti.588

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Published

2025-10-09

How to Cite

Al Hazamy, M. F., Iskandar, R., & Naryanto, R. F. (2025). Pengaruh Gaya Belajar dan Kemandirian Belajar terhadap Hasil Belajar Mata Kuliah Sistem Air Conditioner dengan Motivasi Belajar sebagai Variabel Intervening. Panthera : Jurnal Ilmiah Pendidikan Sains Dan Terapan, 5(4), 1104–1121. https://doi.org/10.36312/panthera.v5i4.702

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