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All Journal EkoBis ( Ekonomi & Bisnis ) Jurnal Keperawatan Soedirman (The Soedirman Journal of Nursing) BAHASA DAN SASTRA el-Jizya: Jurnal Ekonomi Islam Edu Geography Journal of Energy, Mechanical, Material and Manufacturing Engineering Jurnal Dinamika Ekonomi dan Bisnis Jurnal Telematika Jesya (Jurnal Ekonomi dan Ekonomi Syariah) Ensiklopedia of Journal Jurnal Riset Informatika JURNAL ILMIAH HUKUM DIRGANTARA SeBaSa: Jurnal Pendidikan Bahasa dan Sastra Indonesia Edugama: Jurnal Kependidikan dan Sosial Keagamaan Jurnal Keperawatan Widya Gantari Indonesia Jurnal Sains dan Teknologi Jurnal Tekinkom (Teknik Informasi dan Komputer) International Journal of Advances in Data and Information Systems JURNAL USM LAW REVIEW Lexeme : Journal of Linguistics and Applied Linguistics Lingua Rima: Jurnal Pendidikan Bahasa dan Sastra Indonesia Journal of Computer Networks, Architecture and High Performance Computing Jurnal Komposit : Jurnal Ilmu-Ilmu Teknik Sipil Mabsya : Jurnal Manajemen Bisnis Syariah Journal of Economics and Business UBS Jurnal Sains Kebidanan Journal of English Language and Education Dynamic Management Journal Jurnal Abdimas Bina Bangsa Jurnal Pengabdian Masyarakat (ABDIRA) ADMA: Jurnal Pengabdian dan Pemberdayaan Masyarakat JURNAL ILMIAH GLOBAL EDUCATION IBLAM Law Review COMSERVA: Jurnal Penelitian dan Pengabdian Masyarakat Jurnal Pengabdian kepada Masyarakat Politeknik Negeri Batam Mabsya: Jurnal Manajemen Bisnis Syariah Volksgeist: Jurnal Ilmu Hukum dan Konstitusi Edumatica: Jurnal Pendidikan Matematika Journal of Learning Improvement and Lesson Study Data Sciences Indonesia (DSI) Jurnal Comparative : Ekonomi Dan Bisnis Economics and Business Journal Journal of Artificial Intelligence and Digital Business International Review of Humanities Studies IJLHE: International Journal of Language, Humanities, and Education Triwikrama: Jurnal Ilmu Sosial Wealth: Journal of Islamic Banking and Finance Jurnal Info Kesehatan
Sugeng Riyadi
Penulis adalah dosen Fakultas Ekonomi dan Bisnis Islam IAIN Sultan Thaha Syaifuddin Jambi
Aerospace Engineering Arts Humanities Biochemistry, Genetics & Molecular Biology Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Nursing Physics Social Sciences Transportation Other

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Journal : Jurnal Tekinkom (Teknik Informasi dan Komputer)

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ANALISIS DAMPAK STRATEGI PEDAGOGI TERHADAP MINAT BELAJAR SISWA MENGGUNAKAN RANDOM FOREST Sinaga, Novendra Adisaputra; Pardede, Doughlas; Riyadi, Sugeng
Jurnal Teknik Informasi dan Komputer (Tekinkom) Vol 8 No 1 (2025)
Publisher : Politeknik Bisnis Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37600/tekinkom.v8i1.2169

Abstract

Student learning interest plays a crucial role in educational success, as it directly influences engagement, comprehension, and academic achievement. This study aims to analyze the influence of pedagogical strategies on students’ learning interest using a machine learning approach with the Random Forest algorithm. Eight aspects of teaching strategies were examined as predictor variables, while learning interest was measured through two main indicators: interest in real-world application of the material and motivation for self-directed learning. Data were collected from 100 students via a Likert-scale questionnaire and analyzed using Orange Data Mining. The model was validated through 10-fold cross-validation and evaluated using accuracy, precision, recall, F1-score, and AUC. The results indicate strong model performance, with 95% accuracy, 96.7% precision, 97.8% recall, and a 97.2% F1-score. Feature importance analysis identified practical activities (P4), an inclusive learning environment (P6), and the use of technology (P3) as the most influential predictors of learning interest. In contrast, variables such as P1, P2, and P8 showed minimal contribution. These findings demonstrate that Random Forest is not only effective for classification tasks but also valuable in identifying key factors for improving pedagogical strategies. The results are expected to inform the development of more adaptive, interactive, and student-centered learning environments.
Co-Authors Abdur Rahim, Abdur Ade Susanti Adeng Hudaya Afzal, Ridha Akmal, Najmuddin Ali Fathoni Andini, Prita Anggiana Rinjani, Audra Arief, Dharmawan Asep Budiman Asrin Awatif, Awatif Badaruddin Badaruddin Bahrudin Bahrudin Bakti, Ilham Teruna Bongsoikrama, Justin Bratasena, I Gede Nyoman Brillianto, Ananta Giga Carkid, Carkid Dewanti, Tri Mustika Dewi Leisnoor S, Dewi Leisnoor Eni Yulianti Evan Kolef Manulang, Daniel Fadhila Muhammad Libasut Taqwa Fahmi, Faisal Fajar Triasih Firdaus, Ahmad Sofwan Fuad, Raja Nasrul Giftia, Shofa Hilwa Haetami , Ahmad Haetami, Ahmad Hamdan Hamdan Hanissa, Nevifah Bella Hapsari, Vinandri Hardy, Syaifoel Harun, Hariwiyawan Herry Prasetyo Hilyatin, Dewi Laela Ichsan, Aulia Idamatussilmi, Idamatussilmi Ikhlash, Muhammad Indah Sari, Yuli Indra Raya, Lanang Isnandi, Yedi Isu, Mutimah Nursabilah Jannah, Roikhatul Komala, Oktia Tri Krisna Wicaksana, Muhammad Kurniawan, Ervin La Jumu, La Laela Kurniawati, Laela Lestari, Fitha Dieni Puja Lukman Hakim Mahmudah, Sofia Maqom Al Manlian Ronald A. Mansur Mansur Margolang, Khairul Fadhli Maskhur Dwi Saputra Mufidah, Salsabila Muhammad Fauzan Muhammad Jainuri Muhammad Zaenuddin, Muhammad Mujiarto, Mujiarto Mukhtar Latif Munawar, Kholil Al Nanik Lestari, Nanik Nasution, Iqbal Reza Nisrina, Risa Nur Syamsiah, Nur Nursida Arif Otistaviany, Heluny Pamekas, Hansyah Faisal Pardede, Doughlas Pramestia , Selpia Puji Hastuti Putri Junisya, Bania Rasiban Ratnawati, Elfrida Reza Setiawan Rijal, Ahlan Khoir Syah Rika Rosnelly, Rika Riri Zelmiyanti, Riri Rizal Aziz, Rizal Rochani Istiawan Sabillah, Miftah Safi'i, Imam Salam, Shoffan Abdus Sandy Mulya, Ali Sari, Yuli Indah Serlinika, Cipi Seroja, Dienni Ratna Setaji, Yogi Shofi, Ahmad Sinaga, Novendra Adisaputra Sinarti, Sinarti Siti Khoirunnisa, Siti Siti Mulidah Sohardono, Herry Sri Suci Suryawati Sugino Sugino Sukatemin, Sukatemin Sukrilah, Ulfah Agus Suwardi, Arif Darmawan Teruna Bakti, Ilham Tuti Haryanti, Tuti ulfah agus sukrillah Utama, Doni Putra Walin Walin, Walin Wanayumini Wulandari, Army Ardiani Wulandari, Eko Yennizar.N, Yennizar.N Yuniarso, Yudi Budi Zahra, Fathima Zahrani Alaya, Yovita