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All Journal Language Circle : Journal of Language and Literature International Journal of Education Indonesian JELT IDEAS: Journal on English Language Teaching and Learning, Linguistics and Literature Journal of Foreign Language Teaching and Learning International Journal of Humanity Studies (IJHS) IJIET (International Journal of Indonesian Education and Teaching) Journal Of English Language and Education LLT Journal: A Journal on Language and Language Teaching Eralingua : Jurnal Pendidikan Bahasa Asing dan Sastra Indonesian Journal of Information System ELS Journal on Interdisciplinary Studies in Humanities Lectura : Jurnal Pendidikan Journal of Educational Research and Evaluation JETL (Journal Of Education, Teaching and Learning) PROJECT (Professional Journal of English Education) Paramasastra: Jurnal Ilmiah Bahasa Sastra dan Pembelajarannya ELTR Journal International Journal of English Linguistics, Literature, and Education (IJELLE) Journal of Education Research Abdimas Altruis: Jurnal Pengabdian Kepada Masyarakat Academic Journal Perspective : Education, Language, and Literature JEELS (Journal of English Education and Linguistics Studies) Language Circle : Journal of Language and Literature Journey: Journal of English Language and Pedagogy
Markus Budiraharjo
Universitas Sanata Dharma
Aerospace Engineering Arts Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Education Environmental Science Languange, Linguistic, Communication & Media Library & Information Science Mathematics Physics Public Health Social Sciences Other

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Journal : indonesian journal of information system

 1 
Student Perceptions Analysis of Online Learning: A Machine Learning Approach Suparwito, Hari; Polina, Agnes Maria; Budiraharjo, Markus
Indonesian Journal of Information Systems Vol 4, No 1 (2021): August 2021
Publisher : Program Studi Sistem Informasi Universitas Atma Jaya Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24002/ijis.v4i1.4594

Abstract

The covid-19 pandemic is currently occurring affects almost all aspects of life, including education. School From Home (SFH) is one of the ways to prevent the spread of Covid-19. The face-to-face learning method in class turns into online learning using information technology facilities. Even though there are many barriers to implementing classes online, online learning provides a new perspective for students' learning process. One of the factors for the online learning process's success is the interaction between the two main actors in the learning process, i.e., lecturers and students. The study's purpose was to analyze students' perceptions of the online learning process. The research data were obtained from a student questionnaire, which included five main criteria in the learning process: 1) self-management aspects, 2) personal efforts, 3) technology utilization, 4) perceptions of self-roles, and 5) perceptions of the role of the lecturer. Students provide an assessment through a questionnaire about the online learning methods they experience during the Covid-19 pandemic. The random forest algorithm was applied to examine data. The study results were focused on three main criteria (variable importance) that affect students' perceptions of the online learning process. The results described that the students' satisfaction in online learning is influenced by 1) The relationship between students and lecturers. 2) The learning materials need to be changed and adapted to the online learning method; 3) The use of technology to access online learning. The study contributes to improving the online learning method for the student.
Student Perceptions Analysis of Online Learning: A Machine Learning Approach Hari Suparwito; Agnes Maria Polina; Markus Budiraharjo
Indonesian Journal of Information Systems Vol. 4 No. 1 (2021): August 2021
Publisher : Program Studi Sistem Informasi Universitas Atma Jaya Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24002/ijis.v4i1.4594

Abstract

The covid-19 pandemic is currently occurring affects almost all aspects of life, including education. School From Home (SFH) is one of the ways to prevent the spread of Covid-19. The face-to-face learning method in class turns into online learning using information technology facilities. Even though there are many barriers to implementing classes online, online learning provides a new perspective for students' learning process. One of the factors for the online learning process's success is the interaction between the two main actors in the learning process, i.e., lecturers and students. The study's purpose was to analyze students' perceptions of the online learning process. The research data were obtained from a student questionnaire, which included five main criteria in the learning process: 1) self-management aspects, 2) personal efforts, 3) technology utilization, 4) perceptions of self-roles, and 5) perceptions of the role of the lecturer. Students provide an assessment through a questionnaire about the online learning methods they experience during the Covid-19 pandemic. The random forest algorithm was applied to examine data. The study results were focused on three main criteria (variable importance) that affect students' perceptions of the online learning process. The results described that the students' satisfaction in online learning is influenced by 1) The relationship between students and lecturers. 2) The learning materials need to be changed and adapted to the online learning method; 3) The use of technology to access online learning. The study contributes to improving the online learning method for the student.
Co-Authors Agnes Maria Polina Agustinus Triwinanta Aletheia Ajeng Priskananda Ali Djamhuri Anastasia Nelladia Cendra Arima Renny Dayu Putri Arsanto, Albertus Yordhana Bram, Barli Erina Andriani Galuh Wuryaningtyas Happy Indriyono Happy Indriyono Hapsari, Anita Galuh Sri Hari Suparwito Kartikasari, Anita Ke Lomi, Aplonia Nelci Kresnawaty, Novy Kriswinahyu, Aprilia Dyah Mawarni, Angelina Kusuma Jelita Natalie, Regina Yoantika Nernere, Regina Putri Ouda Teda Ena Putri, Maria Nirmala Rahmadhani, Devy Yuniastuti Ratri, Ayu Septiana Purwani, Ratna Sutono, Aditya Agung Teofanne Nurinik Wea Viska Violita Wahyuni, Hanna Irma Yulius Nahak Zheng , Maogui