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All Journal International Journal of Evaluation and Research in Education (IJERE) Cakrawala Pendidikan JPMS (Jurnal Pendidikan Matematika dan Sains) Jurnal Penelitian dan Evaluasi Pendidikan JURNAL PENELITIAN ILMU PENDIDIKAN Jurnal Penelitian Saintek INOTEKS : Jurnal Inovasi Ilmu Pengetahuan, Teknologi, dan Seni RADIASI: Jurnal Berkala Pendidikan Fisika Jurnal Pendidikan Kimia Indonesia Jurnal Pendidikan Matematika dan IPA Jurnal Konseling dan Pendidikan Jurnal Pendidikan Indonesia Journal of Education and Learning (EduLearn) PROSIDING : Seminar Nasional Fisika dan Pendidikan Fisika Prosiding Pendidikan Sains Jurnal Riset Pendidikan Matematika Harmoni Sosial: Jurnal Pendidikan IPS AKSIOMA: Jurnal Program Studi Pendidikan Matematika Jurnal Mudarrisuna: Media Kajian Pendidikan Agama Islam Journal of Educational Science and Technology JURNAL ILMIAH PENDIDIKAN FISIKA AL BIRUNI Jurnal Penelitian dan Pembelajaran IPA Jurnal Pendidikan Agama Islam Edufisika: Jurnal Pendidikan Fisika Jurnal Pengukuran Psikologi dan Pendidikan Indonesia (JP3I) Al-Jabar : Jurnal Pendidikan Matematika Al Ishlah Jurnal Pendidikan JPPPF (Jurnal Penelitian dan Pengembangan Pendidikan Fisika) Jurnal Obsesi: Jurnal Pendidikan Anak Usia Dini REiD (Research and Evaluation in Education) JIPF (Jurnal Ilmu Pendidikan Fisika) Jurnal Penelitian Pendidikan IPA (JPPIPA) Momentum: Physics Education Journal Prosiding SNFA (Seminar Nasional Fisika dan Aplikasinya) Jurnal Pengabdian Masyarakat MIPA dan Pendidikan MIPA ORBITA: Jurnal Pendidikan dan Ilmu Fisika Beta: Jurnal Tadris Matematika Bioedukasi: Jurnal Pendidikan Biologi Journal of Educational Research and Evaluation Jurnal Ilmiah Sekolah Dasar Islamic Guidance and Counseling Journal Voices of English Language Education Society COMPTON: Jurnal Ilmiah Pendidikan Fisika Jurnal Pendidikan Fisika dan Teknologi Jurnal Penelitian dan Pengkajian Ilmu Pendidikan: e-Saintika Jurnal Pendidikan dan Konseling Ideas: Jurnal Pendidikan, Sosial dan Budaya Jurnal IKA PGSD : Ikatan Alumni PGSD UNARS KARST : Jurnal Pendidikan Fisika dan Terapannya Indonesian Review of Physics (IRiP) Journal of Social Studies (JSS) Physics Education Research Journal JPP (Jurnal Pendidikan dan Pembelajaran) IJECA (International Journal of Education and Curriculum Application) Jurnal Riset Pendidikan Fisika Journal of Research and Educational Research Evaluation Jurnal Sains dan Edukasi Sains Nusantara: Jurnal Pendidikan Indonesia Journal of Research in Social Science and Humanities Journal of Education Research Measurement In Educational Research STATISTIKA Impulse: Journal of Research and Innovation in Physics Education Jurnal Pendidikan Fisika Jurnal Pendidikan Islam Journal of Learning and Technology in Physics Jurnal Ilmiah Insan Mulia Jurnal Pendidikan MIPA Jurnal Penelitian Pembelajaran Fisika
Edi Istiyono
Universitas Negeri Yogyakarta
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Immunology & microbiology Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Physics Public Health Social Sciences Other

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Journal : Physics Education Research Journal

 1 
Predicting Physics Students’ Achievement Using In-Class Assessment Data: A Comparison of Two Machine Learning Models Santoso, Purwoko Haryadi; Santosa, Hayang Sugeng; Istiyono, Edi; Haryanto, Haryanto; Retnawati, Heri
Physics Education Research Journal Vol 5, No 2 (2023)
Publisher : Faculty of Science and Education, UIN Walisongo Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21580/perj.2023.5.2.14217

Abstract

Data is the primary source to scaffold physics teaching and learning for teachers and students, mainly reported through in-class assessment. Machine learning (ML) is an axis of artificial intelligence (AI) study that immensely attracts the development of physics education research (PER). ML is built to predict students’ learning that can support students’ success in an effective physics achievement. In this paper, two ML algorithms, logistic regression and random forest, were trained and compared to predict students’ achievement in high school physics (N = 197). Data on students’ achievement was harvested from in-class assessments administered by a physics teacher regarding knowledge (cognitive) and psychomotor during the 2020/2021 academic year. Three assessment points of knowledge and psychomotor were employed to predict students’ achievement on a dichotomous scale on the final term examination. Combining in-class assessment of knowledge and psychomotor, we could discover the plausible performance of students’ achievement prediction using the two algorithms. Knowledge assessment was a determinant in predicting high school physics students’ achievement. Findings reported by this paper recommended open room for the implementation of ML for educational practice and its potential contribution to supporting physics teaching and learning.
Predicting Physics Students’ Achievement Using In-Class Assessment Data: A Comparison of Two Machine Learning Models Santoso, Purwoko Haryadi; Santosa, Hayang Sugeng; Istiyono, Edi; Haryanto, Haryanto; Retnawati, Heri
Physics Education Research Journal Vol. 5 No. 2 (2023)
Publisher : Faculty of Science and Education, UIN Walisongo Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21580/perj.2023.5.2.14217

Abstract

Data is the primary source to scaffold physics teaching and learning for teachers and students, mainly reported through in-class assessment. Machine learning (ML) is an axis of artificial intelligence (AI) study that immensely attracts the development of physics education research (PER). ML is built to predict students’ learning that can support students’ success in an effective physics achievement. In this paper, two ML algorithms, logistic regression and random forest, were trained and compared to predict students’ achievement in high school physics (N = 197). Data on students’ achievement was harvested from in-class assessments administered by a physics teacher regarding knowledge (cognitive) and psychomotor during the 2020/2021 academic year. Three assessment points of knowledge and psychomotor were employed to predict students’ achievement on a dichotomous scale on the final term examination. Combining in-class assessment of knowledge and psychomotor, we could discover the plausible performance of students’ achievement prediction using the two algorithms. Knowledge assessment was a determinant in predicting high school physics students’ achievement. Findings reported by this paper recommended open room for the implementation of ML for educational practice and its potential contribution to supporting physics teaching and learning.
Co-Authors . Haryanto Aang Zainul Abidin Abd. Rasyid Syamsuri Abda Abda Adrianto, Nanang Agus Dwi Febrianto Akbarini, Nur Rahmi Ali Ali Ali Ali Alpindo, Okta Alvama Pattiserlihun Amat Jaedun Amipa Tri Yanti Nadapdap Amir Syamsudin Ananda, Lola Andina Nurul Wahidah Anjar Purba Asmara Annisa Fitriani Arief Hamdani Gunawan, Arief Hamdani Arini Rosa Sinensis Aris Kurniawan Aristiawan, Aristiawan Ariswan Ariswan Ayub, Made Rai Shanti Azizah, Nunung Badrun Kartowagiran Bagus Pratama Bambang Subali Benedicta Rani Nugraheni Cari, Cari Dadan Rosana Daly Arman Dea Arsi Prabaningtias Debora Natalia Sudjito Deni Hardianto Dezola, Restu Vanni Diah Mahmuda Dian Andesta Bujuri Dian Artha Kusumaningtyas Djemari Mardapi Djidu, Hasan Duden Saepuzaman, Duden Dwi Sulisworo dwitami hediati Eko Setyadi Kurniawan Elfrida Ratnawati Eva Latipah Eva, Farida Evana Gina Shantika Evendi, Erpin Fajri Alifah Farah Nafiisafitry Farida Agus Setiawati Farida Rahayu Farisiyah, Umi Fitri Sukmawati Fitria Arifiyanti Galih Pranowo Ghazali, Nor Hasnida Md. Gunawan, Cahya Widya hana fikri mulyani Hanif Cahyo Adi Kistoro Harman Suhadi Harun, Harun Haryanto Haryanto Hassan, Aminuddin Hendra oktavianta Heri Retnawati Heru Kuswanto Himawan Putranta Ian Harum Prasasti Ikhsanudin, Ikhsanudin Ilham Nasrullah Ilyas Ilyas Innal Mafudi Insih Wilujeng Irfan Yusuf Isyatul Mardiyati Johri Sabaryati, Johri Jumadi Jumadi Jumadi Jumadi Kamal, Saefudin Kassymova, Gulzhaina K. Kijambu, John Baptist Kistoro, Hanif Cahyo Adi Kris Setyaningsih, Kris Kusniati, Rani Lia Wahyuningsih Budiarti Listianingrum, Serly Anggraini Lukman Lukman Lumaurridlo Lumaurridlo Lumaurridlo, Lumaurridlo Made Rai Suci Shanti Nurani Ayub Mafudi, Innal Maria Sumunaringtyas Marsigit Marsigit Martiana, Aris Marzuki Marzuki Mistiani, Wiwin Moh. Slamet Sutrimo Mubarok, Erwin Syahril Mudilarto Mudilarto Muh. Asriadi AM Muh. Fitrah, Muh. Muh. Ikhwan Fauzan Muhammad Istiqlal, Muhammad Muhammad Minan Chusni Muhammad Rais Ridwan Muhammad Zaini Mukhson, Ali Mundilarto Mundilarto Mustakim, Siti Salina Binti Naba, Sul Daeng Ni Luh Sekar Astuti Ningsih, Sri Nurfadillah Niza, Niza Norhapizah Mohd Burhan Notiavina, Andriandrainiarimanana Anjamampionona Novika, Resti Nugroho Prasetya Adi Nunung Fadilah Nur Azizah Nur Hidayanto Pancoro Setyo Putro Nur Kadarisman Nurdiyanto, Heri Nurmahasih, Utari Nurmala Sari Nurris Septa Pratama, Nurris Septa Nurul Hamidah Nurwijayanti Nuryana, Zalik Omar, Muhd Khaizer Oscar, Oscar Pangarso, Zulkaisi Dwi Panuqih, Frisma Winda Afifah Permadi, Cahyo Prabowo, Andi Pratiwi Mega Lestari Pujianto Pujianto Pujianto Pulungan, Delyanti Azzumarito Purwoko Haryadi Santoso Putro, Nur Hidayanto P. S. R. Yossi Aprian Sari Rachman, Anisyah Rahman, Hadi Nur Rahmania Amanah Putri Rahmat Danni Rahmayani, Fadillah Ramadan, Syahri Rasyid, Fauziah Rattiwizal Alpin Y Regina Ratih Fardhila Revnika Faizah Rezkilaturahmi Riki Perdana Risky Setiawan Riwayani Riwayani Riwayani, Riwayani Rosid Bahar Rosna, Raden Sabaryati, Johri Sabon, Yuliana Olga Siba Sadly, Deni Safitri, Dhamar Widya Safitri, Islamiani Salimah, Zahrotun Samsul Hadi SAMSUL HADI Sanam, Anna Isabela Santosa, Hayang Sugeng Sari, Desy Kumala Semiono Raharjo Simamora, Nadia Natalia SITI NURJANAH Siti Nurjanah Siti Rahmatia Machieu Soeharto Soeharto Soeharto Soeharto Soenarto Soenarto Sri Tutur Martaningsih Sri Wahyu Widyaningsih subroto subroto Subroto Subroto Sudji Munadi Sultan, Jumriani Sumin Sumin Sumin, Sumin Supahar, Supahar Suparno Suparno Susetyaningsih, Ririn Suyoso Suyoso Suyoso Suyoso suyoso suyoso Syaiful Syamsuddin Syarief Fajaruddin Syayid Qosim M.J.A Syukrul Hamdi Taufiq Satria Mukti Tiara Faniska D Ummul Karimah Untung Desy Purnamasari Warjo, Warjo Widayanti Widayanti Widha Sunarno Widhiastuti Widhiastuti Widihastuti Widihastuti Widyastuti Purbani Widyawati, Mareta Lusiana Winarti Winarti Wipsar Brams Dwandaru Wipsar Sunu Brams Dwandaru Wusqo, Indah Urwatin Yenda Puspita Yona Riska Amalia Ritonga Yulia Ayriza Yusman Wiyatmo Yusron, Eri Yustiandi - Yustiandi Yustiandi Yustiandi Yustiandi Yustiandi Yustiandi, Yustiandi Zakwandi, Rizki Zamroni Zamroni Zamroni Zamroni Zamroni Zuhdan Kun Prasetyo Zulkaisi Dwi Pangarso