p-Index From 2021 - 2026
5.318
P-Index
This Author published in this journals
All Journal Jurnal Teknik Informatika KARMAPATI (Kumpulan Artikel Mahasiswa Pendidikan Teknik Informatika) ISSN: 2252-9063 Jurnal Media Infotama Jurnal Teknologi Informasi dan Ilmu Komputer Proceedings Konferensi Nasional Sistem dan Informatika (KNS&I) JOSINFO : Jurnal Online Sistem Informasi JOSIKOM : Jurnal Online Sistem Komputer JUTIK : Jurnal Teknologi Informasi dan Komputer JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI JURNAL PETIK METHODIKA: Jurnal Teknik Informatika dan Sistem Informasi VOX EDUKASI: Jurnal Ilmiah Ilmu Pendidikan Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi Progresif: Jurnal Ilmiah Komputer JASIEK (Jurnal Aplikasi Sains, Informasi, Elektronika dan Komputer) Jurnal Manajemen Informatika dan Sistem Informasi Syntax Idea Informatika JATI (Jurnal Mahasiswa Teknik Informatika) INFORMASI (Jurnal Informatika dan Sistem Informasi) Jurnal Tekinkom (Teknik Informasi dan Komputer) BERNAS: Jurnal Pengabdian Kepada Masyarakat TIN: TERAPAN INFORMATIKA NUSANTARA Journal of Applied Data Sciences Mitra Mahajana: Jurnal Pengabdian Masyarakat Jurnal Sosial dan Teknologi Society : Jurnal Pengabdian dan Pemberdayaan Masyarakat AJAD : Jurnal Pengabdian kepada Masyarakat Jurnal Ilmu Komputer dan Teknologi (IKOMTI) Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Karya Abdi Masyarakat Smart Techno (Smart Technology, Informatic and Technopreneurship) Jikom: Jurnal Informatika dan Komputer JIM: Jurnal Ilmiah Mahasiswa Pendidikan Sejarah Jurnal Pengabdian Nasional (JPN) Indonesia Jurnal TAM (Technology Acceptance Model)
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Applied Data Sciences

Analyzing Student Sentiments and Insights on Generative AI for Independent Learning in Universities Iswari, Ni Made Satvika; Wijaya, I Nyoman Yudi Anggara; Yuniari, Ni Putu Widya
Journal of Applied Data Sciences Vol 7, No 1: January 2026
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v7i1.1083

Abstract

Transformations in higher education brought about by Generative AI have significantly changed how university students’ access, comprehend, and develop learning materials. This study explores Indonesian university students’ perceptions and experiences regarding the use of Generative AI for independent learning, employing qualitative surveys together with sentiment analysis powered by machine learning. Data were collected from open-ended questionnaires and analyzed using four key algorithms, such as Naive Bayes, Logistic Regression, Random Forest, and Linear SVM, to classify student sentiments towards generative AI technologies. These four classical machine learning models were employed as baseline algorithms commonly used in sentiment analysis to benchmark performance on small, imbalanced educational datasets before applying more complex transformer-based methods. In addition to quantitative analysis, this study also implements thematic analysis of open-ended responses to identify prominent issues, challenges, and student recommendations concerning the use of generative AI in learning. Evaluation results identified Linear SVM as the most consistent model, with the highest weighted F1-score (0.63), although all models showed limitations in detecting negative sentiment due to class imbalance (only three negative samples out of forty responses), which affected model generalization. Key findings indicate that students perceive Generative AI as a supportive tool that accelerates understanding, creativity, and reference searching; however, they remain wary of risks related to dependency, reduced originality, and academic integrity dilemmas. This article recommends the implementation of ethical policy, AI digital literacy training, and enhancement of campus infrastructure to ensure that AI technologies enrich the learning process without compromising student independence and integrity.
Co-Authors A. A. Istri Ita Paramitha Adi Mega Putra, Anak Agung Gede Adiyana, I Made Alit Adnyana, I Gede Yudha Ageng Sukowono Soediono, Ageng Sukowono Agung Ary Jagat Pranatha, Anak Anak Agung Ayu Putri Ardyanti Anak Agung Ngurah Redioka Artha, I Komang Krisnu Arya Bayu Wirya Kesuma, Ketut Astawa, Ni Luh Putu Ning Septyarini Putri Bagus Putu Wahyu Nirmala Chandra Wulandari Dharma, Eddy Muntina Dian Pramana Dimas Yuba Wibisono Eka Grana Aristyana Dewi Eka Okta Putra, Gede Elga Bayu S.A.P Faesal*, Muhammad Hasan Fradinata, Marciano Risky Gede Agus Darma Yoga Gede Dika Putrada, Gede Dika Hartawan, I Gusti Arya Agung I Dewa Gede Putra Widiana I G K G Puritan Wijaya ADH, I G K G I Gede Juliana Eka Putra I Gede Juliana Eka Putra I Gede Khrisna Okta Atmaja I Gede Putu Krisna Juliharta I Gede Surya Diputra, I Gede I Gusti Ayu Dewi Suryani, I Gusti Ayu I Gusti Ayu Tania Pratini I Kadek Subudi Setiawan I Made Adi Mahendra I Made Adi Purwantara I Made Darma Susila, I Made I Md. Restu Pebi Rianada, I Md. Restu I Nyoman Arya Darma Anggara I Nyoman Kusuma Wardana I Wayan Ady Purnawibawa I Wayan Juniarta Ida Bagus Dwi Dharma Putra Indraswari, Ni Made Dwi Intan Sanchia Sari, Kadek Ita Paramitha, A.A Istri Jayantara, Putu Agus Raditya Joy Cahyo Nugroho Juliana Eka Putra, I Gede Kainde, Henry Valentino Florensius Kamajaya, Vira Adhi Kanha, I Gusti Ngurah Karyada, I Kadek Mahendra Ketut Queena Fredlina Komang Tri Werthi Luzianita Fransisca De Fatma, Luzianita Made Satvika Iswari, Ni Made Setiawati Martha Sari Mega Putra, Anak Agung Gede Adi Mulyosaputro, Matthew Alden Ni Luh Ayu Kartika Yuniastari Sarja Ni Made Estiyanti Ni Made Satvika Iswari Ni Putu Jayanti Purwanti Ni Putu Noviyanti Kusuma Ni Putu Widya Yuniari Nyoman Purnama, Nyoman Nyoman Renata Oki Oktaviarna Tensao Paramitha, A A Istri Ita Permana, Putu Trisna Hady Pratista, I Made Wisnu Yoga Puta, I Gede Juliana Eka Putra, A. A. Gede Adi Mega Putra, I Gede Juliana Eka Putra, I Gusti Ngurah Mahendra Putri, I Gst. Agung Pramesti Dwi Putu Eka Raharja Putra, Putu Eka Queena Fredlina, Ketut Raden Aswita Hidayat, Raden Aswita Sekartini, Made Soplantila, Joshael Junior Sudiatmika, Ida Bagus Kresna Sundara, I Made Satya Surya Utama, I Putu Adhi Suta, I Nyoman Ari Suyadnya, Nyoman Suta Utami, Nengah Widya Widya Utami, Nengah Wiranata, Wayan Yoga, I Putu Agus Tirta Yundari, Yundari